Model Promotion Readiness

Executive Summary

Total tracked rows36

Ready for operator review0

Not ready / blocked / collecting36

Max distinct dates4,607

Total sample rows2,062,308

Input train-next candidates13

Input inverse/risk checks11

Model-dev queue rows61

High-priority model-dev rows21

Stop-loss role groups5

Stop-loss case buckets22

Stop-loss review-only buckets22

Stop-loss backfill buckets7

Stop-loss positive examples1

Stop-loss rejection examples9

Stop-loss ranked policy rows87

Stop-loss ranked cases29

Stop-loss preferred stop cases13

Stop-loss near-tie policies35

Stop-loss blueprint groups5

Stop-loss blueprint rows22

Stop-loss training-allowed rows0

Stop-loss date-gated rows15

Stop-loss feature rows75

Stop-loss review-only features75

Selector matrix groups5

Selector matrix allowed rows0

Selector matrix date-gated rows15

Selector experiment plans5

Selector plan allowed rows0

Selector plan live-ready0

Selector policy candidates21

Selector policy feature rows75

Selector policy allowed0

Selector policy backfill rows1

Selector feature keys44

Selector leakage-review features12

Selector partial-coverage features20

Selector feature rows6,380

Selector preprocessing plans44

Selector clean/input candidates27

Selector full-coverage inputs7

Selector missingness plans20

Selector excluded inputs17

Selector model contracts5

Selector contracts allowed0

Selector full-coverage features7

Selector imputation-review features20

Selector training preview rows145

Selector preview allowed rows0

Selector preview excluded fields17

Selector encoded rows145

Selector encoded features47

Selector imputed inputs20

Selector missingness indicators20

Selector excluded in model0

Selector matrix policy rows5

Selector split-plan groups23

Selector split preview rows145

Selector temporal split allowed0

Selector training preflights5

Selector preflight allowed0

Selector preflight date-gated4

Selector preflight backfill-blocked1

Selector preflight artifact writes0

Selector training examples145

Selector example cases29

Selector example train/val/test76/19/50

Selector example positives42

Selector example allowed0

Selector example artifact writes0

Selector label-balance groups13

Selector balanced groups4

Selector single-class groups5

Selector holdout groups4

Selector label-balance date-gated13

Selector evaluation plans4

Selector eval val/test labels34/82

Selector eval date-gated4

Selector eval allowed0

Selector eval artifact writes0

Selector launch gates9

Selector launch blocked7

Selector launch review0

Selector launch passed2

Live-readiness gates8

Live blocked gates2

Live active quote providers3

Live/broker apps registered4

Stop proxy symbols41/50

Stop proxy full-depth4

Stop proxy partial-depth27

Stop proxy latest date2026-07-17

Intraday top-15 ready1/15

Intraday top-50 ready5/50

Intraday coverage-ready symbols50

Intraday guardrailpartial

Execution proxy top-15 ready0/15

Execution proxy top-50 ready0/50

Execution proxy wide-spread12

Execution proxy guardrailblocked

Slippage candidate samples2

Slippage required samples100

Slippage guardrailblocked

Active challenger shadows2

Matured challenger shadow dates0

Remaining challenger shadow dates40

Feature transform audit rows120

Weighted inverted-risk rows63

Queue weight audit rows61

Weighted queue candidates24

Weighted stack-ablation candidates8

Recent ablation rows46

Recent positive ablations3

Training preflight groups13

Missing-policy queue rows14

Tested-not-weighted rows22

Row-depth wait groups2

Largest row-depth gap1,552

awaiting_incremental_stack_outcomes10

challenger_rejected_redesign_required1

champion_weight_coverage_not_met3

collecting_matured_outcomes9

collecting_observations1

collecting_prospective_outcomes1

historical_validation_checks_not_met2

minimum_global_time_ordered_signal_dates_not_met1

minimum_promotion_dates_not_met6

production_model_collecting_strict_prospective_paper_evidence1

scored1

Promotion rule: a ready row means it can be reviewed. It does not mean the model should become production champion without leakage checks, stability checks, and operator approval.

Production Promotion Completion Plan

This is the short execution path. It separates tasks that can be completed now with local research/testing from gates that need matured market evidence, clean paper fills, artifact approval, or live-trading approval. It should be used before rerunning broad daily refreshes.

Priority	Milestone	Status	Observed / Required	Done When	Next Action	Evidence Source	Safety Guardrail
10	`train_direct_challenger_candidates` component model training	completed_review_candidates_available completed_local_research_with_review_candidates	1.0000 / 1.0000 remaining/review 0.0000	Every direct-positive component/horizon candidate has a bounded challenger result with leakage, sector stability, drawdown, and feature-overlap diagnostics.	Latest ablation evaluated 14 train_direct_challenger rows and found 1 positive review candidate(s); review those candidates before any artifact or weight promotion.	research.component_signal_model_development_queue_operator_view + component_queue_ablation artifact	local_research_only_no_promotion_no_orders
20	`test_inverted_or_risk_filter_features` component orientation audit	completed completed_local_research_no_positive_promotion_evidence	1.0000 / 1.0000 remaining/review 0.0000	Each inverse/risk candidate has explicit evidence for raw, inverted, or risk-filter treatment and no ambiguous sign orientation remains in the promotion queue.	Latest ablation evaluated 11 test_inverted_sign_and_risk_filter rows with no positive ablation-review candidates; keep these inputs research-only and move to feature redesign, outcome maturation, or market-hours execution evidence.	research.component_signal_model_development_queue_operator_view + feature transform audit	local_orientation_test_only_no_promotion_no_orders
30	`run_constrained_stack_ablation_queue` stack validation	completed_review_candidates_available completed_local_research_with_review_candidates	17.0000 / 1.0000 remaining/review 0.0000	Stack-ablation candidates have recent lift/no-lift evidence and only positive, stable candidates remain eligible for operator promotion review.	Latest ablation evaluated 20 run_constrained_stack_ablation rows and found 1 positive review candidate(s); review those candidates before any artifact or weight promotion.	component_queue_ablation latest + research.ensemble_policy_component_queue_weight_operator_view	local_ablation_only_no_champion_weight_change
35	`relationship_h5_prospective_shadow` relationship challenger shadow	blocked_waiting_for_evidence requires_strictly_prospective_shadow_dates	0.0000 / 20.0000 remaining/review 20.0000	The immutable relationship challenger has the required strictly post-pin matured dates, passes prospective lift and directional-stability gates, and is ready for explicit operator review.	Keep the frozen challenger isolated and collect strictly post-pin scores and matured outcomes; do not promote early.	research.production_model_promotion_readiness_operator_view + research.relationship_challenger_shadow_readiness_operator_view	shadow_only_no_champion_assignment_no_orders_no_live_trading
40	`review_top_candidate_execution_proxy_gaps` execution proxy readiness	blocked_waiting_for_market_hours requires_market_hours_proxy_refresh	0.0000 / 15.0000 remaining/review 15.0000	Top candidate spread/quote gaps are either cleared, excluded from sizing, or explicitly marked as execution-risk inputs.	During regular US equity market hours, run the bounded proxy refresh sequence for the target symbols, then recheck the collection queue before any paper-fill authorization.	alpaca_fill_slippage_features.latest.paper_fill_collection_diagnostics.market_hours_proxy_refresh_plan	review_only_no_order_submission
50	`segment_existing_wide_spread_fills` paper fill/slippage quality	completed completed_report_review	1.0000 / 0.0000 remaining/review 0.0000	Existing wide-spread fills are separated from clean slippage samples or labeled as stress-case evidence.	Wide-spread fills are segmented into stress/review evidence and excluded from clean slippage samples; keep sample-depth collection blocked until enough clean fills exist.	alpaca_fill_slippage_features.latest.slippage_training_sample_segmentation	existing_fill_review_only_no_order_submission
300	`collect_clean_linked_paper_fills` paper execution evidence	blocked_waiting_for_evidence requires_paper_order_authorization_and_market_hours	2.0000 / 100.0000 remaining/review 98.0000	At least the required count of clean linked paper fills exists with fresh quotes and tight-spread context.	Do not submit paper orders from this report. Collect paper fills only after explicit operator authorization and clean execution-proxy candidates.	paper.alpaca_fill_slippage_readiness_operator_view + alpaca paper fill reconciliation	paper_only_requires_explicit_order_authorization
310	`stop_loss_optimizer_date_depth` stop-loss selector	blocked_waiting_for_evidence requires_matured_market_evidence	17.0000 / 126.0000 remaining/review 109.0000	The stop-loss selector gate is passed in the launch-gate view and training/evaluation rows are no longer date gated.	Keep selector work report-only until future daily optimizer signal dates mature.	paper.stop_loss_selector_launch_gate_operator_view	no_selector_training_or_artifact_write_until_gate_passes
320	`stop_loss_temporal_validation_split` stop-loss selector	blocked_waiting_for_evidence requires_matured_market_evidence	0.0000 / 145.0000 remaining/review 145.0000	The stop-loss selector gate is passed in the launch-gate view and training/evaluation rows are no longer date gated.	Wait for enough distinct signal dates to make train/validation/test separation real.	paper.stop_loss_selector_launch_gate_operator_view	no_selector_training_or_artifact_write_until_gate_passes
340	`stop_loss_evaluation_label_depth` stop-loss selector	blocked_waiting_for_evidence requires_matured_market_evidence	1.0000 / 4.0000 remaining/review 3.0000	The stop-loss selector gate is passed in the launch-gate view and training/evaluation rows are no longer date gated.	Collect more dated examples or revise the evaluation family before training/scoring.	paper.stop_loss_selector_launch_gate_operator_view	no_selector_training_or_artifact_write_until_gate_passes
345	`stop_loss_selector_label_balance` stop-loss selector	blocked_waiting_for_evidence requires_matured_market_evidence	4.0000 / 9.0000 remaining/review 5.0000	The stop-loss selector gate is passed in the launch-gate view and training/evaluation rows are no longer date gated.	Keep selector work report-only; all current label-balance groups still wait for optimizer date depth.	paper.stop_loss_selector_launch_gate_operator_view	no_selector_training_or_artifact_write_until_gate_passes
400	`model_artifact_promotion_permission` artifact promotion	blocked_waiting_for_evidence requires_operator_review	0.0000 / 1.0000 remaining/review 1.0000	A ready candidate, selector launch gates, paper/slippage gates, and operator approval all allow artifact writes.	Keep model artifact writes disabled until promotion and selector launch gates clear.	derived trading promotion policy	no_model_artifact_write_until_explicit_promotion
500	`live_trading_activation` live trading readiness	blocked_waiting_for_evidence requires_operator_review_and_live_guardrails	0.0000 / 8.0000 remaining/review 8.0000	All promotion, paper, live-market, broker, kill-switch, slippage, and operator gates are passed.	Use this report to choose the next bounded research or paper-readiness step; it does not authorize orders.	derived trading promotion policy + live readiness gate views	live_trading_disabled_until_explicit_operator_promotion

Pinned Challenger Shadow Evidence

This is the isolated prospective ledger for the fixed challenger under review. Scores must occur after the untouched-test boundary and never replace champion ranks, create paper recommendations, submit orders, or enable live trading.

Assignment	Pinned Challenger	Assignment Status	Shadow Status	Scored Dates	Matured Dates	Required	Remaining	Prospective After	Latest Shadow Date	Historical Blocker
`sec_notes_h21`	`isolated_h21_sec_notes_segment_complexity_signal_20260719T152459Z`	active	collecting_prospective_outcomes	0	0	20	20	2026-07-19	not started
`primary_h1`	`research_h1_champion_enabled_eligible_20260718T213348Z`	active	collecting_prospective_outcomes	0	0	20	20	2026-07-19	not started	minimum_promotion_dates_not_met

Promotion Critical Path

This combined surface is derived from the already-loaded model promotion rows, component-development queue, stop-loss selector launch gates, Alpaca fill/slippage gates, and execution-proxy gates. It is read-only and keeps live trading, order submission, and artifact promotion disabled.

Priority	Area	Status	Gate	Observed / Required	Evidence	Next Operator Action
10	model promotion	blocked	ready_candidate_review no_ready_model_rows	0.0000 / 1.0000 gap 1.0000	36 tracked model rows are visible, but none are ready for operator review.	Keep all model work research-only; train or validate candidates from the model-development queue before any production promotion review.
15	relationship challenger shadow	collecting	relationship_h5_prospective_shadow relationship_challenger_prospective_gate	0.0000 / 20.0000 gap 20.0000	H5 policy stack_20260719T025053Z has 0 strictly post-pin scored date(s) and 0/20 matured shadow date(s); 20 remain.	Keep the frozen challenger isolated and collect strictly post-pin scores and matured outcomes; do not promote early.
20	component challenger training	actionable_research	train_direct_challengers review_only_training_queue	1.0000	1 of 13 direct-positive component/horizon rows still need review-only challenger training; examples: relationship_exposure_score h21.	Train constrained review-only challengers and compare leakage, sector stability, drawdown, and feature overlap before changing any production weight.
30	component orientation audit	actionable_research	inverse_or_risk_filter_tests orientation_review_required	1.0000	1 of 11 component/horizon rows still need inverted-alpha or risk-filter tests; examples: relationship_exposure_score h1.	Audit sign orientation and test inverted/risk-filter transforms separately from direct-alpha features so useful risk evidence is not discarded.
40	stack validation	actionable_research	constrained_stack_ablation stack_validation_required	17.0000	17 of 37 weighted or queue-supported component rows still need constrained stack-ablation validation; examples: relationship_exposure_score h5, macro_regime_pressure_score h5, relationship_exposure_score h10.	Run ablations as research-only validation and promote only if lift survives time, sector, drawdown, and feature-overlap checks.
101	stop-loss selector	blocked	optimizer_date_depth optimizer_date_gate	17.0000 / 126.0000 gap 109.0000	Optimizer history must reach the required distinct signal-date depth before selector training, scoring, or evaluation can be trusted.	Keep selector work report-only until future daily optimizer signal dates mature.
102	stop-loss selector	blocked	temporal_validation_split temporal_validation_gate	0.0000 / 145.0000 gap 145.0000	All selector examples need point-in-time temporal split permission before training or scoring.	Wait for enough distinct signal dates to make train/validation/test separation real.
103	stop-loss selector	blocked	evaluation_label_depth evaluation_label_depth_gate	1.0000 / 4.0000 gap 3.0000	Every selector evaluation family needs enough validation, test, and holdout label depth before model metrics are meaningful.	Collect more dated examples or revise the evaluation family before training/scoring.
104	stop-loss selector	blocked	selector_label_balance optimizer_date_gate	4.0000 / 9.0000 gap 5.0000	Selector label-balance check has 4 balanced binary group(s), 5 single-class review group(s), and 4 holdout/calibration group(s).	Keep selector work report-only; all current label-balance groups still wait for optimizer date depth.
105	stop-loss selector	blocked	paper_training_and_evaluation_permission paper_training_evaluation_permission_gate	0.0000 / 9.0000 gap 9.0000	Paper selector training and paper evaluation permissions must both open before any selector run can start.	Do not start selector training or scoring until training preflight and evaluation plans explicitly allow it.
106	stop-loss selector	blocked	live_monitoring_and_execution_infrastructure live_infrastructure_gate	7.0000 / 3.0000 gap 0.0000	Live stop automation requires active quote coverage, a live/intraday monitoring application, a broker/execution adapter, and no blocked live-readiness gates.	Keep stop-loss selector work paper/research-only until live monitoring and broker execution controls exist.
211	paper fill/slippage	blocked	paper_fill_sample_depth paper_slippage_evidence_gate	2.0000 / 100.0000 gap 98.0000	Some deduped paper fill slippage samples exist, but the sample depth is too thin for training.	Keep slippage evidence collection running after paper fills; do not train slippage-sensitive stop models yet.
212	paper fill/slippage	blocked	slippage_training_guardrail paper_slippage_evidence_gate	2.0000 / 4.0000 gap 2.0000	Slippage feature guardrails are not met; keep stop-loss selector training gated.	Accumulate more paper fills and quote/trade matches before using slippage features in training.
213	paper fill/slippage	review	wide_spread_review paper_slippage_evidence_gate	1.0000 / 0.0000 gap 1.0000	Some deduped paper fill slippage rows occurred in wide-spread conditions.	Segment slippage by spread and liquidity before any stop-loss model uses these rows.
314	execution proxy	blocked	top_15_execution_proxy_coverage execution_proxy_review_gate	0.0000 / 15.0000 gap 15.0000	No current top-15 candidates have ready execution proxy evidence.	Review top-15 wide-spread, stale, or thin-context symbols before execution-sensitive model training.
315	execution proxy	blocked	execution_proxy_training_guardrail execution_proxy_review_gate	2.0000 / 5.0000 gap 3.0000	Execution proxy guardrails are not fully clean; keep execution-sensitive model work in review.	Resolve wide-spread/thin-context symbols and continue collecting actual paper fills before slippage-sensitive training.

Next Safe Model Work Queue

This derived queue separates local research work that can move now from paper-fill, selector-launch, artifact, and live-trading gates that must stay blocked. It does not call providers, submit paper orders, write model artifacts, or enable live trading.

Priority	Workstream	Action	Status	Execution Mode	Observed / Required	Dependency	Evidence	Operator Action	Safety Guardrail
5	promotion gate	`create_first_reviewable_model_candidate`	blocked_but_local_research_path_visible allowed now: no	promotion_review_gate_only	0.0000 / 1.0000 gap/review 1.0000	no_ready_model_rows	36 tracked model rows are visible, but none are ready for operator review.	Work the safe local research queue below before any production promotion, artifact write, or trading permission can be considered.	report_only_no_provider_calls_no_orders_no_live_trading_no_artifact_promotion
7	relationship challenger shadow	`collect_relationship_h5_challenger_shadow_outcomes`	blocked_wait_for_strictly_prospective_outcomes allowed now: no	strictly_post_pin_shadow_scoring_only	0.0000 / 20.0000 gap/review 20.0000	relationship_challenger_prospective_gate	H5 policy stack_20260719T025053Z has 0 strictly post-pin scored date(s) and 0/20 matured shadow date(s); 20 remain.	Keep the frozen challenger isolated and collect strictly post-pin scores and matured outcomes; do not promote early.	shadow_only_no_champion_change_no_orders_no_live_trading
10	component challenger training	`train_direct_challenger_candidates`	ready_now_local_research allowed now: yes	local_research_training_only	1.0000 / 1.0000 gap/review 0.0000	operator_review_after_training	1 of 13 direct-positive rows remain untested or have new outcomes: relationship_exposure_score h21.	Run bounded review-only challenger training for direct-positive component/horizon rows, then compare leakage, sector stability, drawdown, and feature overlap.	report_only_no_provider_calls_no_orders_no_live_trading_no_artifact_promotion
20	component orientation audit	`test_inverted_or_risk_filter_features`	ready_now_local_research allowed now: yes	local_orientation_ablation_only	1.0000 / 1.0000 gap/review 0.0000	operator_review_after_orientation_test	1 of 11 orientation-review rows remain untested or have new outcomes: relationship_exposure_score h1.	Test inverted-alpha or risk-filter transforms separately from direct-alpha features so useful risk evidence is not discarded.	report_only_no_provider_calls_no_orders_no_live_trading_no_artifact_promotion
30	stack validation	`run_constrained_stack_ablation_queue`	ready_now_local_research allowed now: yes	local_ablation_only	17.0000 / 1.0000 gap/review 0.0000	promotion_review_after_ablation_lift	17 of 37 stack-ablation rows remain untested or have new outcomes: relationship_exposure_score h5, macro_regime_pressure_score h5, relationship_exposure_score h10, analyst_forecaster_alpha h1, historical_price_factor_alpha h1.	Run constrained stack ablations as research-only validation; promote nothing until lift survives time, sector, drawdown, and feature-overlap checks.	report_only_no_provider_calls_no_orders_no_live_trading_no_artifact_promotion
50	execution proxy review	`review_top_candidate_execution_proxy_gaps`	ready_now_report_only_review allowed now: yes	execution_proxy_review_only	0.0000 / 15.0000 gap/review 15.0000	wide_spread_or_missing_intraday_context	No current top-15 candidates have ready execution proxy evidence. Review symbols: PTC, ASA, STNG, TNK, ARIS, IAG, CASH, FSM, B, CARE, DDI, FIS, AG, ELA, DMLP.	Review current top-candidate spread and quote-context gaps before sizing or stop-loss-sensitive paper plans; do not treat proxy context as fill evidence.	report_only_no_provider_calls_no_orders_no_live_trading_no_artifact_promotion
60	paper fill/slippage review	`segment_existing_wide_spread_fills`	ready_now_report_only_review allowed now: yes	existing_fill_review_only	1.0000 / 0.0000 gap/review 1.0000	wide_spread_fill_review	Some deduped paper fill slippage rows occurred in wide-spread conditions.	Segment existing wide-spread fills and keep them out of clean slippage-training samples unless explicitly modeled as a stress bucket.	report_only_no_provider_calls_no_orders_no_live_trading_no_artifact_promotion
210	stop-loss selector launch	`wait_for_optimizer_date_depth`	blocked_wait_for_matured_evidence allowed now: no	selector_launch_gate_only	17.0000 / 126.0000 gap/review 109.0000	optimizer_date_gate	Optimizer history must reach the required distinct signal-date depth before selector training, scoring, or evaluation can be trusted.	Keep selector work report-only until future daily optimizer signal dates mature.	report_only_no_provider_calls_no_orders_no_live_trading_no_artifact_promotion
220	stop-loss selector launch	`wait_for_temporal_validation_split`	blocked_wait_for_matured_evidence allowed now: no	selector_launch_gate_only	0.0000 / 145.0000 gap/review 145.0000	temporal_validation_gate	All selector examples need point-in-time temporal split permission before training or scoring.	Wait for enough distinct signal dates to make train/validation/test separation real.	report_only_no_provider_calls_no_orders_no_live_trading_no_artifact_promotion
240	stop-loss selector launch	`wait_for_evaluation_label_depth`	blocked_wait_for_matured_evidence allowed now: no	selector_launch_gate_only	1.0000 / 4.0000 gap/review 3.0000	evaluation_label_depth_gate	Every selector evaluation family needs enough validation, test, and holdout label depth before model metrics are meaningful.	Collect more dated examples or revise the evaluation family before training/scoring.	report_only_no_provider_calls_no_orders_no_live_trading_no_artifact_promotion
245	stop-loss selector launch	`wait_for_selector_label_balance`	blocked_wait_for_matured_evidence allowed now: no	selector_launch_gate_only	4.0000 / 9.0000 gap/review 5.0000	optimizer_date_gate	Selector label-balance check has 4 balanced binary group(s), 5 single-class review group(s), and 4 holdout/calibration group(s).	Keep selector work report-only; all current label-balance groups still wait for optimizer date depth.	report_only_no_provider_calls_no_orders_no_live_trading_no_artifact_promotion
310	paper fill collection	`collect_clean_linked_paper_fills`	blocked_requires_order_authorization_and_clean_candidates allowed now: no	paper_collection_gate_only	2.0000 / 100.0000 gap/review 98.0000	paper_order_submission_disabled_or_sample_depth_gap	Some deduped paper fill slippage samples exist, but the sample depth is too thin for training.	Do not submit paper orders from this report. Collect paper fills only after explicit operator authorization and clean execution-proxy candidates.	report_only_no_provider_calls_no_orders_no_live_trading_no_artifact_promotion
410	live trading readiness	`keep_live_trading_disabled`	blocked_live_trading_disabled allowed now: no	live_guardrail_only	4.0000 / 8.0000 gap/review 4.0000	live_readiness_gates_not_clear	4 live-readiness gates are blocked, review, or partial.	Keep live trading disabled until live monitoring, broker execution, kill switch, signal-date, slippage, and operator-approval gates all clear.	report_only_no_provider_calls_no_orders_no_live_trading_no_artifact_promotion
500	operator permission	`operator_approval_required_before_orders_or_artifacts`	blocked_requires_explicit_operator_approval allowed now: no	approval_gate_only	0.0000 / 1.0000 gap/review 1.0000	operator_approval_required	A human operator must explicitly approve any future selector training, scoring, artifact writing, or live-stop use.	Require explicit operator approval before any paper order submission, selector training launch, model scoring deployment, artifact write, or live trading step.	report_only_no_provider_calls_no_orders_no_live_trading_no_artifact_promotion

Recent Component Queue Ablation Evidence

This section reads recent local component_queue_ablation artifacts and shows whether queued component candidates added validation lift in bounded research-only tests. It is evidence for review, not a model-weight change or promotion approval.

Latest ablation runcomponent_queue_ablation_20260719T152459Z

Latest ablation generated2026-07-19T15:24:59.305910+00:00

Recent ablation runs6

Ablation rows46

Evaluated rows40

Positive reviews3

Neutral reviews26

Best MSE lift5.5%

Best direction delta1.2%

Source Run	Rank	Component	Status	Matrix	Train / Val	MSE Lift	Direction Delta	Weight	Operator Action
`component_queue_ablation_20260719T152459Z` 2026-07-19T15:24:59.305910+00:00	27	`sec_notes_segment_complexity_signal` h21 / run_constrained_stack_ablation	positive_ablation_review raw	8,675 71 dates	4,367 / 2,884	4.7%	1.2%	0.870970	Selection and untouched-test lift passed; review leakage, sector, drawdown, and overlap checks before immutable shadow assignment.
`component_queue_ablation_20260719T151800Z` 2026-07-19T15:18:00.082355+00:00	27	`sec_notes_segment_complexity_signal` h21 / run_constrained_stack_ablation	positive_ablation_review raw	8,675 71 dates	4,367 / 2,884	4.7%	1.2%	0.870970	Selection and untouched-test lift passed; review leakage, sector, drawdown, and overlap checks before immutable shadow assignment.
`component_queue_ablation_20260719T062314Z` 2026-07-19T06:23:14.937023+00:00	1	`relationship_exposure_score` h1 / test_inverted_sign_and_risk_filter	neutral_ablation_review inverted_risk_filter	147,062 28 dates	118,600 / 28,462	0.0%	0.2%	0.022176	Keep collecting evidence; validation lift was not strong enough for review.
`component_queue_ablation_20260719T062314Z` 2026-07-19T06:23:14.937023+00:00	2	`macro_regime_pressure_score` h1 / test_inverted_sign_and_risk_filter	neutral_ablation_review inverted_risk_filter	147,062 28 dates	118,600 / 28,462	-0.0%	-0.5%	0.024803	Keep collecting evidence; validation lift was not strong enough for review.
`component_queue_ablation_20260719T062314Z` 2026-07-19T06:23:14.937023+00:00	3	`sec_xbrl_reconciliation_signal` h1 / test_inverted_sign_and_risk_filter	neutral_ablation_review inverted_risk_filter	147,062 28 dates	118,600 / 28,462	-0.0%	0.0%	0.056639	Keep collecting evidence; validation lift was not strong enough for review.
`component_queue_ablation_20260719T062314Z` 2026-07-19T06:23:14.937023+00:00	4	`energy_commodity_exposure_score` h1 / test_inverted_sign_and_risk_filter	neutral_ablation_review inverted_risk_filter	147,062 28 dates	118,600 / 28,462	-0.0%	0.0%	0.042465	Keep collecting evidence; validation lift was not strong enough for review.
`component_queue_ablation_20260719T062314Z` 2026-07-19T06:23:14.937023+00:00	5	`identity_corporate_structure_risk` h1 / test_inverted_sign_and_risk_filter	neutral_ablation_review inverted_risk_filter	147,062 28 dates	118,600 / 28,462	-0.0%	0.0%	0.039278	Keep collecting evidence; validation lift was not strong enough for review.
`component_queue_ablation_20260719T062314Z` 2026-07-19T06:23:14.937023+00:00	6	`forward_estimate_value_score` h20 / test_inverted_sign_and_risk_filter	candidate_not_selected_by_stack inverted_risk_filter	15,654 10 dates	14,081 / 1,573	0.0%	0.0%	0.000000	Keep review-only; the constrained stack assigned effectively zero candidate weight.
`component_queue_ablation_20260719T062314Z` 2026-07-19T06:23:14.937023+00:00	7	`energy_commodity_exposure_score` h5 / test_inverted_sign_and_risk_filter	neutral_ablation_review inverted_risk_filter	130,725 31 dates	112,592 / 18,133	-0.0%	-13.8%	0.123720	Keep collecting evidence; validation lift was not strong enough for review.
`component_queue_ablation_20260719T062314Z` 2026-07-19T06:23:14.937023+00:00	8	`census_activity_pressure_score` h1 / test_inverted_sign_and_risk_filter	candidate_feature_missing	147,062 28 dates	/				Candidate feature is absent from the matured training matrix.
`component_queue_ablation_20260719T062314Z` 2026-07-19T06:23:14.937023+00:00	13	`dividend_income_value_score` h20 / test_inverted_sign_and_risk_filter	neutral_ablation_review inverted_risk_filter	15,654 10 dates	14,081 / 1,573	-0.0%	0.0%	0.058843	Keep collecting evidence; validation lift was not strong enough for review.
`component_queue_ablation_20260719T062314Z` 2026-07-19T06:23:14.937023+00:00	40	`factor_adjusted_residual_momentum` h21 / test_inverted_sign_and_risk_filter	candidate_feature_missing	8,675 71 dates	/				Candidate feature is absent from the matured training matrix.
`component_queue_ablation_20260719T062314Z` 2026-07-19T06:23:14.937023+00:00	46	`energy_commodity_exposure_score` h20 / test_inverted_sign_and_risk_filter	candidate_feature_missing	15,654 10 dates	/				Candidate feature is absent from the matured training matrix.
`component_queue_ablation_20260719T055527Z` 2026-07-19T05:55:27.991032+00:00	9	`relationship_exposure_score` h21 / train_direct_challenger	candidate_feature_missing	7,103 71 dates	/				Candidate feature is absent from the matured training matrix.
`component_queue_ablation_20260719T055527Z` 2026-07-19T05:55:27.991032+00:00	10	`historical_price_factor_alpha` h5 / train_direct_challenger	candidate_not_selected_by_stack raw	130,725 31 dates	112,592 / 18,133	0.0%	0.0%	0.000000	Keep review-only; the constrained stack assigned effectively zero candidate weight.
`component_queue_ablation_20260719T055527Z` 2026-07-19T05:55:27.991032+00:00	11	`analyst_forecaster_alpha` h5 / train_direct_challenger	neutral_ablation_review raw	130,725 31 dates	112,592 / 18,133	-0.0%	-0.0%	0.136367	Keep collecting evidence; validation lift was not strong enough for review.
`component_queue_ablation_20260719T055527Z` 2026-07-19T05:55:27.991032+00:00	12	`analyst_forecaster_alpha` h20 / train_direct_challenger	neutral_ablation_review raw	15,654 10 dates	14,081 / 1,573	-0.0%	0.0%	0.035119	Keep collecting evidence; validation lift was not strong enough for review.
`component_queue_ablation_20260719T055527Z` 2026-07-19T05:55:27.991032+00:00	14	`piotroski_financial_strength_score` h20 / train_direct_challenger	neutral_ablation_review raw	15,654 10 dates	14,081 / 1,573	-0.0%	0.0%	0.136573	Keep collecting evidence; validation lift was not strong enough for review.
`component_queue_ablation_20260719T055527Z` 2026-07-19T05:55:27.991032+00:00	15	`beneish_accounting_quality_score` h20 / train_direct_challenger	neutral_ablation_review raw	15,654 10 dates	14,081 / 1,573	-0.0%	0.0%	0.108520	Keep collecting evidence; validation lift was not strong enough for review.
`component_queue_ablation_20260719T055527Z` 2026-07-19T05:55:27.991032+00:00	16	`historical_price_factor_alpha` h21 / train_direct_challenger	candidate_feature_missing	7,103 71 dates	/				Candidate feature is absent from the matured training matrix.

Trading Promotion Policy

This derived report-only policy translates promotion, stop-loss launch, intraday coverage, execution-proxy, slippage, and live-readiness gates into allowed-use language. It does not submit paper orders, write artifacts, or authorize live trading.

Policy Area	Status	Observed / Required	Ratio	Model Usage Policy	Operator Action
model_promotion_review_gate	blocked_no_ready_model_rows	0.0000 / 36.0000 gap/review 1.0000	0.0000	research_only_no_model_promotion	Keep all model rows research-only and work the component/stop-loss critical path first.
paper_fill_slippage_training_gate	blocked_sample_depth_gap	2.0000 / 100.0000 gap/review 98.0000	0.0200	do_not_train_slippage_sensitive_models	Collect more linked, fresh-quote, tight-spread paper fills before slippage-sensitive training.
execution_proxy_gate	execution_proxy_review_required	0.0000 / 15.0000 gap/review 15.0000	0.0000	paper_collection_context_only_not_fill_evidence	Use execution proxy context with paper-fill evidence; it is not a substitute for fills.
intraday_opportunity_coverage_gate	intraday_candidate_coverage_review	5.0000 / 50.0000 gap/review 45.0000	0.1000	research_and_monitoring_context_only	Keep targeted intraday refreshes focused on current opportunity and stop-loss cases.
stop_loss_selector_launch_gate	selector_launch_blocked_or_review	2.0000 / 9.0000 gap/review 7.0000	0.2222	selector_report_only_no_training_or_artifacts	Clear non-passed launch gates before selector training, scoring, or artifact writes.
live_stop_execution_gate	live_stop_disabled	4.0000 / 8.0000 gap/review 4.0000	0.5000	live_trading_disabled_until_all_live_gates_clear	Keep live trading disabled until live app, broker app, kill switch, signal-date, and guardrail gates pass.
paper_collection_permission	paper_collection_blocked	0.0000 / 1.0000 gap/review 1.0000	0.0000	no_order_submission_without_operator_authorization_and_gates	Do not submit paper orders from this report; keep collecting non-order evidence and clear execution/slippage gates.
model_artifact_promotion_permission	artifact_promotion_blocked	0.0000 / 1.0000 gap/review 1.0000	0.0000	no_model_artifact_writes	Keep model artifact writes disabled until promotion and selector launch gates clear.
aggregate_trading_promotion_policy	trading_stack_research_only	0.0000 / 8.0000 gap/review 8.0000	0.0000	research_only_until_paper_fill_promotion_and_live_gates_clear	Use this report to choose the next bounded research or paper-readiness step; it does not authorize orders.

Ready Candidates

No candidates are ready for operator review.

Ready Candidate Review Packets

No ready candidates currently need a detailed review packet.

Ready Candidate Promotion Review Flags

This section comes from research.ensemble_policy_promotion_review_flag_operator_view. It rolls concept exposure and validation cohort findings into one promotion-review checklist.

No ready research-stack candidate currently has aggregate promotion-review flags.

Ready Candidate Concept Exposure

This section comes from research.ensemble_policy_concept_exposure_operator_view. It is a feature-overlap and concentration review surface, not an approval signal.

No ready research-stack candidate currently has concept exposure rows.

Ready Candidate Validation Cohorts

This section comes from research.ensemble_policy_validation_cohort_operator_view. It reconstructs validation predictions by all/sector cohorts so sector fragility, equal-weight lift, and selected-return drawdown can be reviewed before promotion.

No ready research-stack candidate currently has validation cohort rows.

Component Input Promotion Triage

This pulls disabled/review-only component inputs from research.component_signal_promotion_triage_operator_view when they already have matured outcome coverage. It is a training-prioritization surface, not a promotion decision.

Train Next: Positive-Oriented Inputs

Component	Owner	Horizon	Current Signals	Evaluated	Hit Rate	Next Action
`historical_price_factor_alpha` Historical Price Factor Alpha	local_model_data_foundation return_prediction	5	33,472	26,039	55.5%	Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
`relationship_exposure_score` Relationship Exposure Score	market_relationship_graph other	21	68,993	25,855	58.1%	Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
`analyst_forecaster_alpha` Analyst And Forecaster Alpha	stock_decision_visibility_models event	5	17,730	16,341	57.7%	Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
`piotroski_financial_strength_score` Piotroski Financial Strength Score	stock_valuation_model_lab quality	20	32,226	8,039	61.4%	Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
`beneish_accounting_quality_score` Beneish Accounting Quality Score	stock_valuation_model_lab risk	20	32,226	8,039	59.3%	Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
`relative_multiples_value_score` Relative Multiples Value Score	stock_valuation_model_lab value	20	32,226	8,039	56.7%	Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
`sector_specific_value_score` Sector Specific Value Score	stock_valuation_model_lab value	20	32,226	8,039	56.2%	Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
`cash_flow_yield_value_score` Cash Flow Yield Value Score	stock_valuation_model_lab value	20	32,226	6,946	55.1%	Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
`sec_notes_concentration_supply_risk` SEC Notes Concentration And Supply Risk	sec_statement_notes_signal_model risk	21	8,684	6,595	55.1%	Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
`analyst_forecaster_alpha` Analyst And Forecaster Alpha	stock_decision_visibility_models event	20	17,695	6,318	66.4%	Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.

Inspect Orientation: Inverted Or Risk Inputs

Component	Owner	Horizon	Current Signals	Evaluated	Hit Rate	Next Action
`relationship_exposure_score` Relationship Exposure Score	market_relationship_graph other	1	195,787	165,653	39.3%	Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
`macro_regime_pressure_score` Macro Regime Pressure Score	stock_decision_visibility_models other	1	130,401	98,085	39.6%	Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
`identity_corporate_structure_risk` Identity And Corporate Structure Risk	stock_decision_visibility_models risk	1	32,866	32,754	37.5%	Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
`sec_xbrl_reconciliation_signal` SEC XBRL Reconciliation Signal	stock_decision_visibility_models risk	1	31,531	32,047	19.7%	Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
`energy_commodity_exposure_score` Energy And Commodity Exposure Score	stock_decision_visibility_models other	1	32,536	25,495	32.7%	Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
`energy_commodity_exposure_score` Energy And Commodity Exposure Score	stock_decision_visibility_models other	5	32,536	21,786	37.6%	Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
`census_activity_pressure_score` Census Activity Pressure Score	stock_decision_visibility_models other	1	18,507	15,307	34.7%	Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
`forward_estimate_value_score` Forward Estimate Value Score	stock_valuation_model_lab value	20	32,226	8,039	7.1%	Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
`dividend_income_value_score` Dividend Income Value Score	stock_valuation_model_lab value	20	32,226	6,948	36.4%	Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
`factor_adjusted_residual_momentum` Factor Adjusted Residual Momentum	factor_attribution_model momentum	21	3,724	3,716	44.2%	Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.

Validate In Stack

Component	Owner	Horizon	Current Signals	Evaluated	Hit Rate	Next Action
`relationship_exposure_score` Relationship Exposure Score	market_relationship_graph other	5	195,790	145,905	46.3%	Coverage is usable; test incremental lift in constrained stack before any manual weighting.
`macro_regime_pressure_score` Macro Regime Pressure Score	stock_decision_visibility_models other	5	130,401	81,018	46.9%	Coverage is usable; test incremental lift in constrained stack before any manual weighting.
`relationship_exposure_score` Relationship Exposure Score	market_relationship_graph other	10	68,976	63,262	52.3%	Coverage is usable; test incremental lift in constrained stack before any manual weighting.
`historical_price_factor_alpha` Historical Price Factor Alpha	local_model_data_foundation return_prediction	1	33,472	32,447	51.7%	Coverage is usable; test incremental lift in constrained stack before any manual weighting.
`analyst_forecaster_alpha` Analyst And Forecaster Alpha	stock_decision_visibility_models event	1	17,760	17,096	53.6%	Coverage is usable; test incremental lift in constrained stack before any manual weighting.
`census_activity_pressure_score` Census Activity Pressure Score	stock_decision_visibility_models other	5	18,507	11,873	48.1%	Coverage is usable; test incremental lift in constrained stack before any manual weighting.
`relationship_exposure_score` Relationship Exposure Score	market_relationship_graph other	20	141,686	10,178	47.8%	Coverage is usable; test incremental lift in constrained stack before any manual weighting.
`sec_notes_segment_complexity_signal` SEC Notes Segment Complexity Signal	sec_statement_notes_signal_model other	21	9,021	8,387	54.8%	Coverage is usable; test incremental lift in constrained stack before any manual weighting.
`macro_regime_pressure_score` Macro Regime Pressure Score	stock_decision_visibility_models other	20	130,401	7,955	45.5%	Coverage is usable; test incremental lift in constrained stack before any manual weighting.
`sec_notes_legal_contingency_risk` SEC Notes Legal And Contingency Risk	sec_statement_notes_signal_model risk	21	9,486	7,168	54.5%	Coverage is usable; test incremental lift in constrained stack before any manual weighting.

Collect More Outcomes

Component	Owner	Horizon	Current Signals	Evaluated	Hit Rate	Next Action
No disabled outcome-covered inputs currently need more matured outcomes.

Component Model Development Queue

This queue comes from research.component_signal_model_development_queue_operator_view. It ranks disabled component inputs with matured outcomes into direct challenger training, inverse/risk-orientation audits, and stack-ablation candidates. It remains review-only and does not change model weights.

Rank	Priority	Component	Owner	Horizon	Current Signals	Evaluated	Hit Rate	Training Action	Orientation	Leakage Review	Concepts	Operator Action
1	high	`relationship_exposure_score` Relationship Exposure Score	market_relationship_graph other	1	195,787	165,653	39.3%	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	inverted_or_risk needs_inverse_or_risk_orientation_audit	standard_feature_review	macro_sector_transmission	Audit sign orientation and risk-filter behavior; test inverted contribution separately from direct alpha so weak hit-rate evidence is not discarded.
2	high	`macro_regime_pressure_score` Macro Regime Pressure Score	stock_decision_visibility_models other	1	130,401	98,085	39.6%	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	inverted_or_risk needs_inverse_or_risk_orientation_audit	standard_feature_review	macro_sector_transmission	Audit sign orientation and risk-filter behavior; test inverted contribution separately from direct alpha so weak hit-rate evidence is not discarded.
3	high	`sec_xbrl_reconciliation_signal` SEC XBRL Reconciliation Signal	stock_decision_visibility_models risk	1	31,531	32,047	19.7%	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	inverted_or_risk needs_inverse_or_risk_orientation_audit	high_source_semantics_review	accounting_quality, issuer_disclosure	Audit sign orientation and risk-filter behavior; test inverted contribution separately from direct alpha so weak hit-rate evidence is not discarded.
4	high	`energy_commodity_exposure_score` Energy And Commodity Exposure Score	stock_decision_visibility_models other	1	32,536	25,495	32.7%	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	inverted_or_risk needs_inverse_or_risk_orientation_audit	standard_feature_review	commodity_price_exposure, macro_sector_transmission	Audit sign orientation and risk-filter behavior; test inverted contribution separately from direct alpha so weak hit-rate evidence is not discarded.
5	high	`identity_corporate_structure_risk` Identity And Corporate Structure Risk	stock_decision_visibility_models risk	1	32,866	32,754	37.5%	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	inverted_or_risk needs_inverse_or_risk_orientation_audit	high_source_semantics_review	ownership_control	Audit sign orientation and risk-filter behavior; test inverted contribution separately from direct alpha so weak hit-rate evidence is not discarded.
6	high	`forward_estimate_value_score` Forward Estimate Value Score	stock_valuation_model_lab value	20	32,226	8,039	7.1%	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	inverted_or_risk needs_inverse_or_risk_orientation_audit	standard_feature_review	forecast_opinion, fundamental_value, operating_performance_expectations	Audit sign orientation and risk-filter behavior; test inverted contribution separately from direct alpha so weak hit-rate evidence is not discarded.
7	high	`energy_commodity_exposure_score` Energy And Commodity Exposure Score	stock_decision_visibility_models other	5	32,536	21,786	37.6%	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	inverted_or_risk needs_inverse_or_risk_orientation_audit	standard_feature_review	commodity_price_exposure, macro_sector_transmission	Audit sign orientation and risk-filter behavior; test inverted contribution separately from direct alpha so weak hit-rate evidence is not discarded.
8	high	`census_activity_pressure_score` Census Activity Pressure Score	stock_decision_visibility_models other	1	18,507	15,307	34.7%	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	inverted_or_risk needs_inverse_or_risk_orientation_audit	standard_feature_review	macro_sector_transmission, operating_performance_expectations	Audit sign orientation and risk-filter behavior; test inverted contribution separately from direct alpha so weak hit-rate evidence is not discarded.
9	high	`relationship_exposure_score` Relationship Exposure Score	market_relationship_graph other	21	68,993	25,855	58.1%	train_direct_challenger direct_positive_alpha_candidate	positive ready_for_direct_challenger_training	standard_feature_review	macro_sector_transmission	Train as a review-only challenger feature, then compare point-in-time validation lift, sector stability, drawdown, and feature overlap before any weight change.
10	high	`historical_price_factor_alpha` Historical Price Factor Alpha	local_model_data_foundation return_prediction	5	33,472	26,039	55.5%	train_direct_challenger direct_positive_alpha_candidate	positive ready_for_direct_challenger_training	standard_model_validation_review	price_momentum_regime, residual_return_regime	Train as a review-only challenger feature, then compare point-in-time validation lift, sector stability, drawdown, and feature overlap before any weight change.
11	high	`analyst_forecaster_alpha` Analyst And Forecaster Alpha	stock_decision_visibility_models event	5	17,730	16,341	57.7%	train_direct_challenger direct_positive_alpha_candidate	positive ready_for_direct_challenger_training	high_source_semantics_review	forecast_opinion, valuation_sentiment	Train as a review-only challenger feature, then compare point-in-time validation lift, sector stability, drawdown, and feature overlap before any weight change.
12	high	`analyst_forecaster_alpha` Analyst And Forecaster Alpha	stock_decision_visibility_models event	20	17,695	6,318	66.4%	train_direct_challenger direct_positive_alpha_candidate	positive ready_for_direct_challenger_training	high_source_semantics_review	forecast_opinion, valuation_sentiment	Train as a review-only challenger feature, then compare point-in-time validation lift, sector stability, drawdown, and feature overlap before any weight change.
13	high	`dividend_income_value_score` Dividend Income Value Score	stock_valuation_model_lab value	20	32,226	6,948	36.4%	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	inverted_or_risk needs_inverse_or_risk_orientation_audit	standard_feature_review	capital_return_policy, fundamental_value	Audit sign orientation and risk-filter behavior; test inverted contribution separately from direct alpha so weak hit-rate evidence is not discarded.
14	high	`piotroski_financial_strength_score` Piotroski Financial Strength Score	stock_valuation_model_lab quality	20	32,226	8,039	61.4%	train_direct_challenger direct_positive_alpha_candidate	positive ready_for_direct_challenger_training	standard_feature_review	margin_of_safety, quality_compounding	Train as a review-only challenger feature, then compare point-in-time validation lift, sector stability, drawdown, and feature overlap before any weight change.
15	high	`beneish_accounting_quality_score` Beneish Accounting Quality Score	stock_valuation_model_lab risk	20	32,226	8,039	59.3%	train_direct_challenger direct_positive_alpha_candidate	positive ready_for_direct_challenger_training	high_source_semantics_review	accounting_quality, quality_compounding	Train as a review-only challenger feature, then compare point-in-time validation lift, sector stability, drawdown, and feature overlap before any weight change.
16	high	`historical_price_factor_alpha` Historical Price Factor Alpha	local_model_data_foundation return_prediction	21	33,472	4,832	65.2%	train_direct_challenger direct_positive_alpha_candidate	positive ready_for_direct_challenger_training	standard_model_validation_review	price_momentum_regime, residual_return_regime	Train as a review-only challenger feature, then compare point-in-time validation lift, sector stability, drawdown, and feature overlap before any weight change.
17	high	`relative_multiples_value_score` Relative Multiples Value Score	stock_valuation_model_lab value	20	32,226	8,039	56.7%	train_direct_challenger direct_positive_alpha_candidate	positive ready_for_direct_challenger_training	standard_feature_review	fundamental_value, valuation_sentiment	Train as a review-only challenger feature, then compare point-in-time validation lift, sector stability, drawdown, and feature overlap before any weight change.
18	high	`sector_specific_value_score` Sector Specific Value Score	stock_valuation_model_lab value	20	32,226	8,039	56.2%	train_direct_challenger direct_positive_alpha_candidate	positive ready_for_direct_challenger_training	standard_feature_review	fundamental_value, macro_sector_transmission	Train as a review-only challenger feature, then compare point-in-time validation lift, sector stability, drawdown, and feature overlap before any weight change.
19	high	`cash_flow_yield_value_score` Cash Flow Yield Value Score	stock_valuation_model_lab value	20	32,226	6,946	55.1%	train_direct_challenger direct_positive_alpha_candidate	positive ready_for_direct_challenger_training	standard_feature_review	fundamental_value, margin_of_safety	Train as a review-only challenger feature, then compare point-in-time validation lift, sector stability, drawdown, and feature overlap before any weight change.
20	high	`sec_notes_concentration_supply_risk` SEC Notes Concentration And Supply Risk	sec_statement_notes_signal_model risk	21	8,684	6,595	55.1%	train_direct_challenger direct_positive_alpha_candidate	positive ready_for_direct_challenger_training	high_source_semantics_review	supply_chain_logistics	Train as a review-only challenger feature, then compare point-in-time validation lift, sector stability, drawdown, and feature overlap before any weight change.
21	high	`sec_notes_accounting_quality_risk` SEC Notes Accounting Quality Risk	sec_statement_notes_signal_model risk	21	6,853	5,524	55.5%	train_direct_challenger direct_positive_alpha_candidate	positive ready_for_direct_challenger_training	high_source_semantics_review	accounting_quality	Train as a review-only challenger feature, then compare point-in-time validation lift, sector stability, drawdown, and feature overlap before any weight change.
22	medium	`relationship_exposure_score` Relationship Exposure Score	market_relationship_graph other	5	195,790	145,905	46.3%	run_constrained_stack_ablation incremental_stack_validation_candidate	neutral_validate_incremental_lift ready_for_stack_ablation	standard_feature_review	macro_sector_transmission	Run a constrained stack ablation and keep the feature review-only until it proves incremental lift beyond existing weighted concepts.
23	medium	`macro_regime_pressure_score` Macro Regime Pressure Score	stock_decision_visibility_models other	5	130,401	81,018	46.9%	run_constrained_stack_ablation incremental_stack_validation_candidate	neutral_validate_incremental_lift ready_for_stack_ablation	standard_feature_review	macro_sector_transmission	Run a constrained stack ablation and keep the feature review-only until it proves incremental lift beyond existing weighted concepts.
24	medium	`relationship_exposure_score` Relationship Exposure Score	market_relationship_graph other	10	68,976	63,262	52.3%	run_constrained_stack_ablation incremental_stack_validation_candidate	neutral_validate_incremental_lift ready_for_stack_ablation	standard_feature_review	macro_sector_transmission	Run a constrained stack ablation and keep the feature review-only until it proves incremental lift beyond existing weighted concepts.
25	medium	`analyst_forecaster_alpha` Analyst And Forecaster Alpha	stock_decision_visibility_models event	1	17,760	17,096	53.6%	run_constrained_stack_ablation incremental_stack_validation_candidate	neutral_validate_incremental_lift ready_for_stack_ablation	high_source_semantics_review	forecast_opinion, valuation_sentiment	Run a constrained stack ablation and keep the feature review-only until it proves incremental lift beyond existing weighted concepts.

Stop-Loss Case Training Priorities

This section comes from paper.stop_loss_case_training_priority_operator_view. It summarizes the current stop-loss selector label surface by role, while preserving the optimizer date gate so paper-strategy stop labels remain review-only until enough point-in-time signal dates are available.

Gate	Case Status / Role	Priority	Case Buckets	Current Symbols	Current Case Rows	Avg Return Edge bps	Avg Trigger Edge bps	Recommended Stop Read	Training Read	Operator Action
review_only_optimizer_date_gate	coverage_backfill_needed stop_selector_coverage_gap_backfill	10	7	11,495	11,495			Collect optimizer evidence before selecting a stop for this case	Prioritize data/backfill work before assigning a stop label to this case.	Do not train or promote a stop selector from this row yet; collect more distinct point-in-time signal dates.
review_only_optimizer_date_gate	positive_stop_example stop_selector_positive_example	10	1	463	463	0.19	130.52	Volatility-scaled stop	Use this case as a review-only positive stop-selection example after the optimizer date gate clears.	Do not train or promote a stop selector from this row yet; collect more distinct point-in-time signal dates.
review_only_optimizer_date_gate	positive_stop_with_friction_review stop_selector_positive_with_friction_review	20	3	1,569	1,569	25.17	1119.61	Volatility-scaled stop after friction/slippage review	Use this case as a positive example only with explicit trigger-friction and slippage features.	Do not train or promote a stop selector from this row yet; collect more distinct point-in-time signal dates.
review_only_optimizer_date_gate	friction_rejection_example stop_selector_friction_rejection_example	30	9	8,525	8,525	-15.19	1307.37	Prefer no automated stop or a wider friction-aware guardrail for now	Use this case as a no-stop or rejection label candidate so the selector learns when stops damage net returns.	Do not train or promote a stop selector from this row yet; collect more distinct point-in-time signal dates.
review_only_optimizer_date_gate	neutral_negative_context stop_selector_neutral_negative_context	60	2	938	938	0.00	0.00	Keep as neutral or negative stop-selection context	Keep this case in neutral/negative research context until stronger stop evidence appears.	Do not train or promote a stop selector from this row yet; collect more distinct point-in-time signal dates.

Stop-Loss Case Policy Alternatives

This section comes from paper.stop_loss_case_policy_rank_operator_view. It shows the top ranked stop/no-stop alternatives per optimizer case, including deltas versus the preferred policy and the no-stop baseline. It is evidence for future best-stop-by-case modeling, not a selector training launch.

Case	Rank	Policy	Preferred	Rank Read	Positions	Candidate Results	Stop-Adjusted Return bps	Delta vs Preferred bps	Delta vs No-Stop bps	Stop Benefit bps	Trigger bps	Trigger Delta bps	P05 Adverse bps	Slippage bps	Stop Config	Evidence	Operator Action
holding_horizon horizon_10_days	1	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	yes	preferred_for_case near_no_stop	8,280	72	42.25	0.00	0.39	0.39	2630.43	2630.43	-1799.74	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
holding_horizon horizon_10_days	2	No stop baseline `disabled`	no	near_tie_with_preferred near_no_stop	4,140	36	41.86	-0.39	0.00	0.00	0.00	0.00	-1799.74	0.0	fixed ; vol x / ..	moderate evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
holding_horizon horizon_10_days	3	Volatility-scaled stop with slippage stress `daily_close_volatility_scaled_loss_cap_with_slippage_proxy`	no	near_tie_with_preferred near_no_stop	8,280	72	35.68	-6.58	-6.18	-6.18	2630.43	2630.43	-1799.74	25.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
holding_horizon horizon_1_days	1	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	yes	preferred_for_case near_no_stop	11,868	72	-37.29	0.00	9.58	9.58	788.68	788.68	-742.00	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
holding_horizon horizon_1_days	2	Volatility-scaled stop with slippage stress `daily_close_volatility_scaled_loss_cap_with_slippage_proxy`	no	near_tie_with_preferred near_no_stop	11,868	72	-39.26	-1.97	7.61	7.61	788.68	788.68	-742.00	25.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
holding_horizon horizon_1_days	3	Fixed stop `daily_close_loss_cap_proxy`	no	near_tie_with_preferred near_no_stop	29,670	180	-42.84	-5.54	4.04	4.04	424.67	424.67	-742.00	0.0	fixed -0.100; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
holding_horizon horizon_21_days	1	No stop baseline `disabled`	yes	preferred_for_case near_no_stop	684	36	306.37	0.00	0.00	0.00	0.00	0.00	-1791.87	0.0	fixed ; vol x / ..	moderate evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
holding_horizon horizon_21_days	2	Fixed stop `daily_close_loss_cap_proxy`	no	meaningfully_below_preferred below_no_stop	3,420	180	82.61	-223.76	-223.76	-223.76	4526.32	4526.32	-1791.87	0.0	fixed -0.100; vol x / ..	broad evidence; stop reduced mean return; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
holding_horizon horizon_21_days	3	Fixed stop with slippage stress `daily_close_loss_cap_with_slippage_proxy`	no	meaningfully_below_preferred below_no_stop	3,420	180	71.29	-235.08	-235.08	-235.08	4526.32	4526.32	-1791.87	25.0	fixed -0.100; vol x / ..	broad evidence; stop reduced mean return; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
holding_horizon horizon_5_days	1	No stop baseline `disabled`	yes	preferred_for_case near_no_stop	5,238	36	89.93	0.00	0.00	0.00	0.00	0.00	-1433.07	0.0	fixed ; vol x / ..	moderate evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
holding_horizon horizon_5_days	2	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	no	near_tie_with_preferred near_no_stop	10,476	72	87.14	-2.79	-2.79	-2.79	1649.48	1649.48	-1433.07	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
holding_horizon horizon_5_days	3	Fixed stop `daily_close_loss_cap_proxy`	no	near_tie_with_preferred near_no_stop	26,190	180	85.24	-4.69	-4.69	-4.69	1754.87	1754.87	-1433.07	0.0	fixed -0.100; vol x / ..	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
score_bucket score_50_to_60	1	No stop baseline `disabled`	yes	preferred_for_case near_no_stop	13,548	96	46.43	0.00	0.00	0.00	0.00	0.00	-1263.02	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
score_bucket score_50_to_60	2	Fixed stop `daily_close_loss_cap_proxy`	no	runner_up_review near_no_stop	67,740	480	36.14	-10.29	-10.29	-10.29	1676.71	1676.71	-1263.02	0.0	fixed -0.100; vol x / ..	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
score_bucket score_50_to_60	3	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	no	runner_up_review near_no_stop	27,096	192	35.06	-11.37	-11.37	-11.37	1600.97	1600.97	-1263.02	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
score_bucket score_60_to_70	1	No stop baseline `disabled`	yes	preferred_for_case near_no_stop	2,448	144	-21.76	0.00	0.00	0.00	0.00	0.00	-1431.88	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
score_bucket score_60_to_70	2	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	no	near_tie_with_preferred near_no_stop	4,896	288	-22.26	-0.50	-0.50	-0.50	2352.94	2352.94	-1431.88	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
score_bucket score_60_to_70	3	Volatility-scaled stop with slippage stress `daily_close_volatility_scaled_loss_cap_with_slippage_proxy`	no	near_tie_with_preferred near_no_stop	4,896	288	-28.14	-6.39	-6.39	-6.39	2352.94	2352.94	-1431.88	25.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
confidence_bucket confidence_55_to_70	1	No stop baseline `disabled`	yes	preferred_for_case near_no_stop	15,996	144	35.99	0.00	0.00	0.00	0.00	0.00	-1286.95	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
confidence_bucket confidence_55_to_70	2	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	no	near_tie_with_preferred near_no_stop	31,992	288	26.29	-9.71	-9.71	-9.71	1716.05	1716.05	-1286.95	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
confidence_bucket confidence_55_to_70	3	Fixed stop `daily_close_loss_cap_proxy`	no	runner_up_review near_no_stop	79,980	720	22.16	-13.84	-13.84	-13.84	1748.69	1748.69	-1286.95	0.0	fixed -0.100; vol x / ..	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
risk_bucket risk_low_0_to_35	1	Fixed stop `daily_close_loss_cap_proxy`	yes	preferred_for_case near_no_stop	68,010	720	-6.49	0.00	2.87	2.87	1759.15	1759.15	-1315.33	0.0	fixed -0.100; vol x / ..	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
risk_bucket risk_low_0_to_35	2	No stop baseline `disabled`	no	near_tie_with_preferred near_no_stop	13,602	144	-9.36	-2.87	0.00	0.00	0.00	0.00	-1315.33	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
risk_bucket risk_low_0_to_35	3	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	no	near_tie_with_preferred near_no_stop	27,204	288	-10.21	-3.71	-0.84	-0.84	1607.85	1607.85	-1315.33	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
risk_bucket risk_moderate_35_to_55	1	No stop baseline `disabled`	yes	preferred_for_case near_no_stop	2,394	144	293.71	0.00	0.00	0.00	0.00	0.00	-1066.01	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
risk_bucket risk_moderate_35_to_55	2	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	no	meaningfully_below_preferred below_no_stop	4,788	288	233.65	-60.06	-60.06	-60.06	2330.83	2330.83	-1066.01	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; stop reduced mean return; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
risk_bucket risk_moderate_35_to_55	3	Volatility-scaled stop with slippage stress `daily_close_volatility_scaled_loss_cap_with_slippage_proxy`	no	meaningfully_below_preferred below_no_stop	4,788	288	227.82	-65.89	-65.89	-65.89	2330.83	2330.83	-1066.01	25.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; stop reduced mean return; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
value_bucket value_55_to_70	1	No stop baseline `disabled`	yes	preferred_for_case near_no_stop	5,616	90	-79.57	0.00	0.00	0.00	0.00	0.00	-1241.34	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
value_bucket value_55_to_70	2	Fixed stop `daily_close_loss_cap_proxy`	no	near_tie_with_preferred near_no_stop	28,080	450	-86.49	-6.92	-6.92	-6.92	1972.22	1972.22	-1241.34	0.0	fixed -0.100; vol x / ..	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
value_bucket value_55_to_70	3	Fixed stop with slippage stress `daily_close_loss_cap_with_slippage_proxy`	no	runner_up_review near_no_stop	28,080	450	-91.42	-11.85	-11.85	-11.85	1972.22	1972.22	-1241.34	25.0	fixed -0.100; vol x / ..	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
value_bucket value_70_plus	1	No stop baseline `disabled`	yes	preferred_for_case near_no_stop	10,380	144	98.52	0.00	0.00	0.00	0.00	0.00	-1299.80	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
value_bucket value_70_plus	2	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	no	near_tie_with_preferred near_no_stop	20,760	288	91.56	-6.96	-6.96	-6.96	2002.89	2002.89	-1299.80	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
value_bucket value_70_plus	3	Volatility-scaled stop with slippage stress `daily_close_volatility_scaled_loss_cap_with_slippage_proxy`	no	runner_up_review near_no_stop	20,760	288	86.56	-11.96	-11.96	-11.96	2002.89	2002.89	-1299.80	25.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
quality_bucket quality_55_to_70	1	No stop baseline `disabled`	yes	preferred_for_case near_no_stop	708	78	-118.61	0.00	0.00	0.00	0.00	0.00	-946.70	0.0	fixed ; vol x / ..	moderate evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
quality_bucket quality_55_to_70	2	Fixed stop `daily_close_loss_cap_proxy`	no	near_tie_with_preferred near_no_stop	3,540	390	-121.38	-2.76	-2.76	-2.76	1508.47	1508.47	-946.70	0.0	fixed -0.100; vol x / ..	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
quality_bucket quality_55_to_70	3	Fixed stop with slippage stress `daily_close_loss_cap_with_slippage_proxy`	no	near_tie_with_preferred near_no_stop	3,540	390	-125.15	-6.54	-6.54	-6.54	1508.47	1508.47	-946.70	25.0	fixed -0.100; vol x / ..	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
quality_bucket quality_70_plus	1	No stop baseline `disabled`	yes	preferred_for_case near_no_stop	15,288	144	43.15	0.00	0.00	0.00	0.00	0.00	-1297.57	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
quality_bucket quality_70_plus	2	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	no	near_tie_with_preferred near_no_stop	30,576	288	34.91	-8.24	-8.24	-8.24	1750.39	1750.39	-1297.57	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
quality_bucket quality_70_plus	3	Volatility-scaled stop with slippage stress `daily_close_volatility_scaled_loss_cap_with_slippage_proxy`	no	runner_up_review near_no_stop	30,576	288	30.54	-12.62	-12.62	-12.62	1750.39	1750.39	-1297.57	25.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
dominant_positive_signal_family dominant_positive_family_value	1	No stop baseline `disabled`	yes	preferred_for_case near_no_stop	15,996	144	35.99	0.00	0.00	0.00	0.00	0.00	-1286.95	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
dominant_positive_signal_family dominant_positive_family_value	2	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	no	near_tie_with_preferred near_no_stop	31,992	288	26.29	-9.71	-9.71	-9.71	1716.05	1716.05	-1286.95	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
dominant_positive_signal_family dominant_positive_family_value	3	Fixed stop `daily_close_loss_cap_proxy`	no	runner_up_review near_no_stop	79,980	720	22.16	-13.84	-13.84	-13.84	1748.69	1748.69	-1286.95	0.0	fixed -0.100; vol x / ..	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
dominant_negative_signal_family dominant_negative_family_event	1	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	yes	preferred_for_case near_no_stop	636	192	15.24	0.00	0.00	0.00	0.00	0.00	-507.01	0.0	fixed ; vol 3.00 x / -0.050..-0.200	moderate evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
dominant_negative_signal_family dominant_negative_family_event	2	Volatility-scaled stop with slippage stress `daily_close_volatility_scaled_loss_cap_with_slippage_proxy`	no	near_tie_with_preferred near_no_stop	636	192	15.24	0.00	0.00	0.00	0.00	0.00	-507.01	25.0	fixed ; vol 3.00 x / -0.050..-0.200	moderate evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
dominant_negative_signal_family dominant_negative_family_event	3	No stop baseline `disabled`	no	near_tie_with_preferred near_no_stop	318	96	15.24	0.00	0.00	0.00	0.00	0.00	-507.01	0.0	fixed ; vol x / ..	thin evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
dominant_negative_signal_family dominant_negative_family_no_negative_signal	1	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	yes	preferred_for_case above_no_stop	3,276	252	7.54	0.00	60.38	60.38	2124.54	2124.54	-1655.43	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; stop improved mean return; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
dominant_negative_signal_family dominant_negative_family_no_negative_signal	2	Volatility-scaled stop with slippage stress `daily_close_volatility_scaled_loss_cap_with_slippage_proxy`	no	near_tie_with_preferred above_no_stop	3,276	252	2.23	-5.31	55.07	55.07	2124.54	2124.54	-1655.43	25.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; stop improved mean return; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
dominant_negative_signal_family dominant_negative_family_no_negative_signal	3	Fixed stop `daily_close_loss_cap_proxy`	no	meaningfully_below_preferred near_no_stop	8,190	630	-42.94	-50.48	9.90	9.90	2183.15	2183.15	-1655.43	0.0	fixed -0.100; vol x / ..	broad evidence; near neutral stop benefit; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
dominant_negative_signal_family dominant_negative_family_return_prediction	1	Fixed stop `daily_close_loss_cap_proxy`	yes	preferred_for_case near_no_stop	540	270	-46.51	0.00	4.31	4.31	666.67	666.67	-470.83	0.0	fixed -0.100; vol x / ..	moderate evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
dominant_negative_signal_family dominant_negative_family_return_prediction	2	Fixed stop with slippage stress `daily_close_loss_cap_with_slippage_proxy`	no	near_tie_with_preferred near_no_stop	540	270	-48.18	-1.67	2.65	2.65	666.67	666.67	-470.83	25.0	fixed -0.100; vol x / ..	moderate evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
dominant_negative_signal_family dominant_negative_family_return_prediction	3	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	no	near_tie_with_preferred near_no_stop	216	108	-50.83	-4.31	0.00	0.00	0.00	0.00	-470.83	0.0	fixed ; vol 3.00 x / -0.050..-0.200	thin evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
dominant_negative_signal_family dominant_negative_family_risk	1	No stop baseline `disabled`	yes	preferred_for_case near_no_stop	13,932	144	47.58	0.00	0.00	0.00	0.00	0.00	-1247.80	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
dominant_negative_signal_family dominant_negative_family_risk	2	Fixed stop `daily_close_loss_cap_proxy`	no	runner_up_review near_no_stop	69,660	720	30.96	-16.63	-16.63	-16.63	1732.99	1732.99	-1247.80	0.0	fixed -0.100; vol x / ..	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
dominant_negative_signal_family dominant_negative_family_risk	3	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	no	runner_up_review near_no_stop	27,864	288	29.34	-18.24	-18.24	-18.24	1720.50	1720.50	-1247.80	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
market_cap_bucket market_cap_large_10b_to_200b	1	Fixed stop `daily_close_loss_cap_proxy`	yes	preferred_for_case near_no_stop	21,600	660	-204.83	0.00	13.18	13.18	2100.00	2100.00	-1281.58	0.0	fixed -0.100; vol x / ..	broad evidence; near neutral stop benefit; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
market_cap_bucket market_cap_large_10b_to_200b	2	Fixed stop with slippage stress `daily_close_loss_cap_with_slippage_proxy`	no	near_tie_with_preferred near_no_stop	21,600	660	-210.08	-5.25	7.93	7.93	2100.00	2100.00	-1281.58	25.0	fixed -0.100; vol x / ..	broad evidence; near neutral stop benefit; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
market_cap_bucket market_cap_large_10b_to_200b	3	No stop baseline `disabled`	no	runner_up_review near_no_stop	4,320	132	-218.01	-13.18	0.00	0.00	0.00	0.00	-1281.58	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
market_cap_bucket market_cap_mega_200b_plus	1	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	yes	preferred_for_case near_no_stop	1,212	180	-319.64	0.00	0.93	0.93	643.56	643.56	-879.18	0.0	fixed ; vol 3.00 x / -0.050..-0.200	moderate evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
market_cap_bucket market_cap_mega_200b_plus	2	No stop baseline `disabled`	no	near_tie_with_preferred near_no_stop	606	90	-320.56	-0.93	0.00	0.00	0.00	0.00	-879.18	0.0	fixed ; vol x / ..	moderate evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
market_cap_bucket market_cap_mega_200b_plus	3	Volatility-scaled stop with slippage stress `daily_close_volatility_scaled_loss_cap_with_slippage_proxy`	no	near_tie_with_preferred near_no_stop	1,212	180	-321.25	-1.61	-0.68	-0.68	643.56	643.56	-879.18	25.0	fixed ; vol 3.00 x / -0.050..-0.200	moderate evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
market_cap_bucket market_cap_mid_2b_to_10b	1	No stop baseline `disabled`	yes	preferred_for_case near_no_stop	4,926	144	-10.16	0.00	0.00	0.00	0.00	0.00	-1430.41	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
market_cap_bucket market_cap_mid_2b_to_10b	2	Fixed stop `daily_close_loss_cap_proxy`	no	meaningfully_below_preferred below_no_stop	24,630	720	-33.50	-23.33	-23.33	-23.33	2194.88	2194.88	-1430.41	0.0	fixed -0.100; vol x / ..	broad evidence; stop reduced mean return; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
market_cap_bucket market_cap_mid_2b_to_10b	3	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	no	meaningfully_below_preferred below_no_stop	9,852	288	-36.54	-26.38	-26.38	-26.38	3483.56	3483.56	-1430.41	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; stop reduced mean return; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
market_cap_bucket market_cap_small_below_2b	1	No stop baseline `disabled`	yes	preferred_for_case near_no_stop	6,144	132	286.77	0.00	0.00	0.00	0.00	0.00	-1148.49	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
market_cap_bucket market_cap_small_below_2b	2	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	no	near_tie_with_preferred near_no_stop	12,288	264	285.75	-1.02	-1.02	-1.02	922.85	922.85	-1148.49	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
market_cap_bucket market_cap_small_below_2b	3	Volatility-scaled stop with slippage stress `daily_close_volatility_scaled_loss_cap_with_slippage_proxy`	no	near_tie_with_preferred near_no_stop	12,288	264	283.44	-3.33	-3.33	-3.33	922.85	922.85	-1148.49	25.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
dollar_volume_bucket dollar_volume_high_100m_plus	1	Fixed stop `daily_close_loss_cap_proxy`	yes	preferred_for_case near_no_stop	27,450	660	-228.26	0.00	7.01	7.01	2362.84	2362.84	-1348.56	0.0	fixed -0.100; vol x / ..	broad evidence; near neutral stop benefit; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
dollar_volume_bucket dollar_volume_high_100m_plus	2	Fixed stop with slippage stress `daily_close_loss_cap_with_slippage_proxy`	no	near_tie_with_preferred near_no_stop	27,450	660	-234.17	-5.91	1.10	1.10	2362.84	2362.84	-1348.56	25.0	fixed -0.100; vol x / ..	broad evidence; near neutral stop benefit; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
dollar_volume_bucket dollar_volume_high_100m_plus	3	No stop baseline `disabled`	no	near_tie_with_preferred near_no_stop	5,490	132	-235.27	-7.01	0.00	0.00	0.00	0.00	-1348.56	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
dollar_volume_bucket dollar_volume_low_below_20m	1	No stop baseline `disabled`	yes	preferred_for_case near_no_stop	4,932	132	282.90	0.00	0.00	0.00	0.00	0.00	-1075.08	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
dollar_volume_bucket dollar_volume_low_below_20m	2	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	no	meaningfully_below_preferred below_no_stop	9,864	264	262.31	-20.59	-20.59	-20.59	723.84	723.84	-1075.08	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; stop reduced mean return; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
dollar_volume_bucket dollar_volume_low_below_20m	3	Volatility-scaled stop with slippage stress `daily_close_volatility_scaled_loss_cap_with_slippage_proxy`	no	meaningfully_below_preferred below_no_stop	9,864	264	260.50	-22.40	-22.40	-22.40	723.84	723.84	-1075.08	25.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; stop reduced mean return; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
dollar_volume_bucket dollar_volume_medium_20m_to_100m	1	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	yes	preferred_for_case near_no_stop	11,148	288	94.64	0.00	9.93	9.93	3046.29	3046.29	-1277.97	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
dollar_volume_bucket dollar_volume_medium_20m_to_100m	2	Volatility-scaled stop with slippage stress `daily_close_volatility_scaled_loss_cap_with_slippage_proxy`	no	near_tie_with_preferred near_no_stop	11,148	288	87.03	-7.62	2.32	2.32	3046.29	3046.29	-1277.97	25.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
dollar_volume_bucket dollar_volume_medium_20m_to_100m	3	No stop baseline `disabled`	no	near_tie_with_preferred near_no_stop	5,574	144	84.71	-9.93	0.00	0.00	0.00	0.00	-1277.97	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
residual_volatility_bucket residual_volatility_high	1	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	yes	preferred_for_case near_no_stop	2,844	240	88.90	0.00	14.22	14.22	590.72	590.72	-1597.21	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
residual_volatility_bucket residual_volatility_high	2	Volatility-scaled stop with slippage stress `daily_close_volatility_scaled_loss_cap_with_slippage_proxy`	no	near_tie_with_preferred near_no_stop	2,844	240	87.43	-1.48	12.74	12.74	590.72	590.72	-1597.21	25.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; moderate triggers	Research-only rank; optimizer run is not promotion-ready.
residual_volatility_bucket residual_volatility_high	3	No stop baseline `disabled`	no	runner_up_review near_no_stop	1,422	120	74.69	-14.22	0.00	0.00	0.00	0.00	-1597.21	0.0	fixed ; vol x / ..	moderate evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
residual_volatility_bucket residual_volatility_low	1	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	yes	preferred_for_case near_no_stop	5,976	264	211.63	0.00	0.19	0.19	130.52	130.52	-751.04	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
residual_volatility_bucket residual_volatility_low	2	No stop baseline `disabled`	no	near_tie_with_preferred near_no_stop	2,988	132	211.44	-0.19	0.00	0.00	0.00	0.00	-751.04	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
residual_volatility_bucket residual_volatility_low	3	Volatility-scaled stop with slippage stress `daily_close_volatility_scaled_loss_cap_with_slippage_proxy`	no	near_tie_with_preferred near_no_stop	5,976	264	211.30	-0.33	-0.14	-0.14	130.52	130.52	-751.04	25.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
residual_volatility_bucket residual_volatility_medium	1	Fixed stop `daily_close_loss_cap_proxy`	yes	preferred_for_case above_no_stop	20,310	660	-235.35	0.00	22.50	22.50	2206.79	2206.79	-1247.30	0.0	fixed -0.100; vol x / ..	broad evidence; stop improved mean return; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
residual_volatility_bucket residual_volatility_medium	2	Fixed stop with slippage stress `daily_close_loss_cap_with_slippage_proxy`	no	near_tie_with_preferred near_no_stop	20,310	660	-240.87	-5.52	16.98	16.98	2206.79	2206.79	-1247.30	25.0	fixed -0.100; vol x / ..	broad evidence; near neutral stop benefit; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
residual_volatility_bucket residual_volatility_medium	3	No stop baseline `disabled`	no	meaningfully_below_preferred near_no_stop	4,062	132	-257.85	-22.50	0.00	0.00	0.00	0.00	-1247.30	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
residual_volatility_bucket volatility_unknown	1	No stop baseline `disabled`	yes	preferred_for_case near_no_stop	7,524	144	117.65	0.00	0.00	0.00	0.00	0.00	-1310.75	0.0	fixed ; vol x / ..	broad evidence; near neutral stop benefit; rare triggers	Research-only rank; optimizer run is not promotion-ready.
residual_volatility_bucket volatility_unknown	2	Volatility-scaled stop `daily_close_volatility_scaled_loss_cap_proxy`	no	meaningfully_below_preferred below_no_stop	15,048	288	96.34	-21.31	-21.31	-21.31	3205.74	3205.74	-1310.75	0.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; stop reduced mean return; frequent triggers	Research-only rank; optimizer run is not promotion-ready.
residual_volatility_bucket volatility_unknown	3	Volatility-scaled stop with slippage stress `daily_close_volatility_scaled_loss_cap_with_slippage_proxy`	no	meaningfully_below_preferred below_no_stop	15,048	288	88.33	-29.32	-29.32	-29.32	3205.74	3205.74	-1310.75	25.0	fixed ; vol 3.00 x / -0.050..-0.200	broad evidence; stop reduced mean return; frequent triggers	Research-only rank; optimizer run is not promotion-ready.

Stop-Loss Selector Blueprint

This section comes from paper.stop_loss_selector_blueprint_operator_view. It bridges current stop-loss case roles to historical stop-policy feature labels and stability gates, keeping the selector report-only until optimizer date, coverage, and feature-evidence gates clear.

Track	Input Status	Allowed	Label Hint	Priority	Blueprint Rows	Current Symbols	Current Case Rows	Feature Rows	Review-Only Features	Preferred Labels	Near Ties	Avg Label Weight	Stability Dates	Avg Return Edge bps	Avg Trigger Edge bps	Blueprint Read	Operator Action
coverage_backfill	current_coverage_backfill_needed	no	unlabeled_backfill_case	10	7	11,495	11,495	0	0	0	0		/ remaining			Backfill current case coverage before assigning a stop-selection label.	Do not train or promote a stop selector from this blueprint yet; accumulate distinct point-in-time signal dates.
positive_stop_label	review_only_optimizer_date_gate	no	positive_stop_policy_label_after_review	10	1	463	463	5	5	1	4	0.3500	17 / 126 remaining 109	0.19	130.52	Label and feature evidence is visible, but the optimizer date gate keeps this blueprint report-only.	Do not train or promote a stop selector from this blueprint yet; accumulate distinct point-in-time signal dates.
positive_stop_label_with_friction_features	review_only_optimizer_date_gate	no	positive_stop_policy_label_with_slippage_features_after_review	20	3	1,569	1,569	15	15	3	4	0.3033	17 / 126 remaining 109	25.17	1119.61	Label and feature evidence is visible, but the optimizer date gate keeps this blueprint report-only.	Do not train or promote a stop selector from this blueprint yet; accumulate distinct point-in-time signal dates.
friction_rejection_or_no_stop_label	review_only_optimizer_date_gate	no	negative_or_no_stop_label_for_high_friction_case	30	9	8,525	8,525	45	45	9	8	0.3500	17 / 126 remaining 109	-15.19	1307.37	Label and feature evidence is visible, but the optimizer date gate keeps this blueprint report-only.	Do not train or promote a stop selector from this blueprint yet; accumulate distinct point-in-time signal dates.
neutral_negative_context	review_only_optimizer_date_gate	no	neutral_negative_context_label	60	2	938	938	10	10	2	6	0.1610	17 / 126 remaining 109	0.00	0.00	Label and feature evidence is visible, but the optimizer date gate keeps this blueprint report-only.	Do not train or promote a stop selector from this blueprint yet; accumulate distinct point-in-time signal dates.

Stop-Loss Selector Training Matrix

This section comes from paper.stop_loss_selector_training_matrix_operator_view. It groups selector blueprint tracks into label-direction, feature-vector, date-gate, coverage, and operator-action rows for future paper-only selector experiments. It does not authorize training or live use.

Matrix Status	Label / Track	Allowed	Feature Status	Blueprint Rows	Current Case Rows	Feature Rows	Review-Only Features	Preferred Labels	Near Ties	Optimizer Dates	Preferred Return Edge bps	Preferred Trigger Edge bps	Gate Read	Operator Action
blocked_current_coverage_backfill	unlabeled_backfill coverage_backfill	no	feature_rows_missing	7	11,495	0	0	0	0	17 / 126 remaining 109			Current symbols still need matched historical stop-policy evidence before labels are assigned.	Backfill optimizer case coverage and representative current symbols before labeling this track.
blocked_optimizer_date_gate	positive_stop_label positive_stop_label	no	feature_rows_available_review_only	1	463	5	5	1	4	17 / 126 remaining 109	0.19	130.52	Optimizer/stability date gate is still active; keep this selector matrix report-only.	Wait for more distinct point-in-time optimizer signal dates before training a stop selector.
blocked_optimizer_date_gate	positive_stop_label positive_stop_label_with_friction_features	no	feature_rows_available_review_only	3	1,569	15	15	3	4	17 / 126 remaining 109	25.17	1119.61	Optimizer/stability date gate is still active; keep this selector matrix report-only.	Wait for more distinct point-in-time optimizer signal dates before training a stop selector.
blocked_optimizer_date_gate	negative_or_no_stop_label friction_rejection_or_no_stop_label	no	feature_rows_available_review_only	9	8,525	45	45	9	8	17 / 126 remaining 109	5.85	1079.55	Optimizer/stability date gate is still active; keep this selector matrix report-only.	Wait for more distinct point-in-time optimizer signal dates before training a stop selector.
blocked_optimizer_date_gate	neutral_context_label neutral_negative_context	no	feature_rows_available_review_only	2	938	10	10	2	6	17 / 126 remaining 109	2.16	333.33	Optimizer/stability date gate is still active; keep this selector matrix report-only.	Wait for more distinct point-in-time optimizer signal dates before training a stop selector.

Stop-Loss Selector Experiment Plans

This section comes from paper.stop_loss_selector_experiment_plan_operator_view. It converts the selector matrix and live-readiness gates into paper-only experiment families, target labels, feature-set plans, blockers, and review requirements for future best-stop-by-case modeling.

Plan Status	Experiment Family	Target Label	Suggested Model	Training Gate	Blueprint Rows	Current Case Rows	Feature Rows	Review-Only Features	Optimizer Dates	Planned Feature Set	Review Requirements	Experiment Read	Operator Action
coverage_backfill_experiment_plan	case_coverage_backfill_and_labeling coverage_backfill:unlabeled_backfill_case	unlabeled_current_case_needs_historical_policy_match	nearest_case_matcher_before_training	blocked_until_current_cases_match_historical_stop_policy_evidence live: blocked	7	11,495	0	0	17 / 126 remaining 109	case_bucket_features + current_opportunity_context; historical stop-policy features missing	coverage and label-construction review	Defines the cases that need matched optimizer evidence before any best-stop label exists.	Any future selector from this plan must remain paper-only; live stop guardrails are not met.
date_gated_paper_selector_plan	binary_best_stop_policy_selector positive_stop_label:positive_stop_policy_label_after_review	preferred_stop_outperforms_no_stop_after_review	regularized_logistic_or_tree_selector	blocked_until_optimizer_signal_date_gate_clears live: blocked	1	463	5	5	17 / 126 remaining 109	case_bucket_features + opportunity_scores + stop_policy_features + stability_features	standard leakage + slippage + trigger-friction review	Learns when a non-no-stop policy has enough return/tail edge to be a best-stop candidate.	Any future selector from this plan must remain paper-only; live stop guardrails are not met.
date_gated_paper_selector_plan	binary_best_stop_policy_selector positive_stop_label_with_friction_features:positive_stop_policy_label_with_slippage_features_after_review	preferred_stop_outperforms_no_stop_after_review	regularized_logistic_or_tree_selector	blocked_until_optimizer_signal_date_gate_clears live: blocked	3	1,569	15	15	17 / 126 remaining 109	case_bucket_features + opportunity_scores + stop_policy_features + stability_features	standard leakage + slippage + trigger-friction review	Learns when a non-no-stop policy has enough return/tail edge to be a best-stop candidate.	Any future selector from this plan must remain paper-only; live stop guardrails are not met.
date_gated_paper_selector_plan	friction_aware_no_stop_rejection_selector friction_rejection_or_no_stop_label:negative_or_no_stop_label_for_high_friction_case	no_stop_or_rejection_case_after_trigger_friction_review	cost_sensitive_rejection_classifier	blocked_until_optimizer_signal_date_gate_clears live: blocked	9	8,525	45	45	17 / 126 remaining 109	case_bucket_features + opportunity_scores + stop_policy_features + stability_features	high trigger-friction and opportunity-cost review	Learns when trigger friction or weak edge means the best stop is no automated stop.	Any future selector from this plan must remain paper-only; live stop guardrails are not met.
date_gated_paper_selector_plan	neutral_context_calibration_baseline neutral_negative_context:neutral_negative_context_label	context_only_or_neutral_negative_case	calibration_and_holdout_summary	blocked_until_optimizer_signal_date_gate_clears live: blocked	2	938	10	10	17 / 126 remaining 109	case_bucket_features + opportunity_scores + stop_policy_features + stability_features	context and cohort-balance review	Keeps neutral/watch-only cases available for calibration without turning them into stop instructions.	Any future selector from this plan must remain paper-only; live stop guardrails are not met.

Stop-Loss Selector Policy Candidates

This section comes from paper.stop_loss_selector_policy_candidate_operator_view. It connects each paper-only selector experiment plan to no-stop, fixed-stop, volatility-scaled, and slippage-stress policy families, showing label counts, feature gates, return/tail/trigger diagnostics, and operator actions before any selector training run.

Status	Experiment Family	Policy Family	Allowed	Cases / Feature Rows	Labels	Avg Edges bps	Optimizer Dates	Stop Models	Candidate Read	Operator Action
blocked_policy_feature_backfill	case_coverage_backfill_and_labeling coverage_backfill:unlabeled_backfill_case	Policy feature pending backfill policy_feature_backfill_placeholder	paper blocked live: blocked	7 features 0	0 preferred 0 near ties 0 positive edge	return tail trigger	17 / 126 remaining 109		No historical policy-feature rows exist for this selector plan yet; backfill labels before evaluation.	Backfill historical stop-policy feature rows before this policy family can enter selector evaluation.
blocked_optimizer_date_gate	binary_best_stop_policy_selector positive_stop_label:positive_stop_policy_label_after_review	Fixed stop fixed_loss_cap_candidate	paper blocked live: blocked	1 features 1	0 preferred 1 near ties 0 positive edge	return -2.17 tail 0.00 trigger 489.96	17 / 126 remaining 109	daily_close_loss_cap_proxy	This stop family is currently near-tie evidence for robustness or slippage review, not a direct label.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	binary_best_stop_policy_selector positive_stop_label:positive_stop_policy_label_after_review	Fixed stop with slippage stress slippage_stress_robustness_check	paper blocked live: blocked	1 features 1	0 preferred 1 near ties 0 positive edge	return -3.40 tail 0.00 trigger 489.96	17 / 126 remaining 109	daily_close_loss_cap_with_slippage_proxy	This stop family is currently near-tie evidence for robustness or slippage review, not a direct label.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	binary_best_stop_policy_selector positive_stop_label:positive_stop_policy_label_after_review	No stop baseline baseline_or_no_stop_rejection_policy	paper blocked live: blocked	1 features 1	0 preferred 1 near ties 0 positive edge	return 0.00 tail 0.00 trigger 0.00	17 / 126 remaining 109	disabled	No-stop is the baseline and rejection class for cases where trigger friction or weak edge dominates.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	binary_best_stop_policy_selector positive_stop_label:positive_stop_policy_label_after_review	Volatility-scaled stop volatility_scaled_stop_candidate	paper blocked live: blocked	1 features 1	1 preferred 0 near ties 1 positive edge	return 0.19 tail 0.00 trigger 130.52	17 / 126 remaining 109	daily_close_volatility_scaled_loss_cap_proxy	This stop family has preferred-label evidence with positive average return edge before date-gate clearance.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	binary_best_stop_policy_selector positive_stop_label:positive_stop_policy_label_after_review	Volatility-scaled stop with slippage stress slippage_stress_robustness_check	paper blocked live: blocked	1 features 1	0 preferred 1 near ties 0 positive edge	return -0.14 tail 0.00 trigger 130.52	17 / 126 remaining 109	daily_close_volatility_scaled_loss_cap_with_slippage_proxy	This stop family is currently near-tie evidence for robustness or slippage review, not a direct label.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	binary_best_stop_policy_selector positive_stop_label_with_friction_features:positive_stop_policy_label_with_slippage_features_after_review	Fixed stop fixed_loss_cap_candidate	paper blocked live: blocked	3 features 3	0 preferred 0 near ties 1 positive edge	return -4.51 tail 0.00 trigger 2434.86	17 / 126 remaining 109	daily_close_loss_cap_proxy	This stop family is present as comparative evidence but is not preferred in the current grouped cases.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	binary_best_stop_policy_selector positive_stop_label_with_friction_features:positive_stop_policy_label_with_slippage_features_after_review	Fixed stop with slippage stress slippage_stress_robustness_check	paper blocked live: blocked	3 features 3	0 preferred 0 near ties 1 positive edge	return -10.60 tail 0.00 trigger 2434.86	17 / 126 remaining 109	daily_close_loss_cap_with_slippage_proxy	This stop family is present as comparative evidence but is not preferred in the current grouped cases.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	binary_best_stop_policy_selector positive_stop_label_with_friction_features:positive_stop_policy_label_with_slippage_features_after_review	No stop baseline baseline_or_no_stop_rejection_policy	paper blocked live: blocked	3 features 3	0 preferred 1 near ties 0 positive edge	return 0.00 tail 0.00 trigger 0.00	17 / 126 remaining 109	disabled	No-stop is the baseline and rejection class for cases where trigger friction or weak edge dominates.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	binary_best_stop_policy_selector positive_stop_label_with_friction_features:positive_stop_policy_label_with_slippage_features_after_review	Volatility-scaled stop volatility_scaled_stop_candidate	paper blocked live: blocked	3 features 3	3 preferred 0 near ties 3 positive edge	return 25.17 tail 0.00 trigger 1119.61	17 / 126 remaining 109	daily_close_volatility_scaled_loss_cap_proxy	This stop family has preferred-label evidence with positive average return edge before date-gate clearance.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	binary_best_stop_policy_selector positive_stop_label_with_friction_features:positive_stop_policy_label_with_slippage_features_after_review	Volatility-scaled stop with slippage stress slippage_stress_robustness_check	paper blocked live: blocked	3 features 3	0 preferred 3 near ties 2 positive edge	return 22.38 tail 0.00 trigger 1119.61	17 / 126 remaining 109	daily_close_volatility_scaled_loss_cap_with_slippage_proxy	This stop family is currently near-tie evidence for robustness or slippage review, not a direct label.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	friction_aware_no_stop_rejection_selector friction_rejection_or_no_stop_label:negative_or_no_stop_label_for_high_friction_case	Fixed stop fixed_loss_cap_candidate	paper blocked live: blocked	9 features 9	3 preferred 0 near ties 3 positive edge	return -11.72 tail 0.00 trigger 1804.91	17 / 126 remaining 109	daily_close_loss_cap_proxy	This stop family is sometimes preferred, but average return edge is not yet positive across the grouped cases.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	friction_aware_no_stop_rejection_selector friction_rejection_or_no_stop_label:negative_or_no_stop_label_for_high_friction_case	Fixed stop with slippage stress slippage_stress_robustness_check	paper blocked live: blocked	9 features 9	0 preferred 3 near ties 3 positive edge	return -16.23 tail 0.00 trigger 1804.91	17 / 126 remaining 109	daily_close_loss_cap_with_slippage_proxy	This stop family is currently near-tie evidence for robustness or slippage review, not a direct label.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	friction_aware_no_stop_rejection_selector friction_rejection_or_no_stop_label:negative_or_no_stop_label_for_high_friction_case	No stop baseline baseline_or_no_stop_rejection_policy	paper blocked live: blocked	9 features 9	5 preferred 2 near ties 0 positive edge	return 0.00 tail 0.00 trigger 0.00	17 / 126 remaining 109	disabled	No-stop is the baseline and rejection class for cases where trigger friction or weak edge dominates.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	friction_aware_no_stop_rejection_selector friction_rejection_or_no_stop_label:negative_or_no_stop_label_for_high_friction_case	Volatility-scaled stop volatility_scaled_stop_candidate	paper blocked live: blocked	9 features 9	1 preferred 1 near ties 1 positive edge	return -11.00 tail 0.00 trigger 1748.47	17 / 126 remaining 109	daily_close_volatility_scaled_loss_cap_proxy	This stop family is sometimes preferred, but average return edge is not yet positive across the grouped cases.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	friction_aware_no_stop_rejection_selector friction_rejection_or_no_stop_label:negative_or_no_stop_label_for_high_friction_case	Volatility-scaled stop with slippage stress slippage_stress_robustness_check	paper blocked live: blocked	9 features 9	0 preferred 2 near ties 1 positive edge	return -15.37 tail 0.00 trigger 1748.47	17 / 126 remaining 109	daily_close_volatility_scaled_loss_cap_with_slippage_proxy	This stop family is currently near-tie evidence for robustness or slippage review, not a direct label.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	neutral_context_calibration_baseline neutral_negative_context:neutral_negative_context_label	Fixed stop fixed_loss_cap_candidate	paper blocked live: blocked	2 features 2	1 preferred 0 near ties 1 positive edge	return -7.86 tail 0.00 trigger 616.35	17 / 126 remaining 109	daily_close_loss_cap_proxy	This stop family is sometimes preferred, but average return edge is not yet positive across the grouped cases.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	neutral_context_calibration_baseline neutral_negative_context:neutral_negative_context_label	Fixed stop with slippage stress slippage_stress_robustness_check	paper blocked live: blocked	2 features 2	0 preferred 1 near ties 1 positive edge	return -9.40 tail 0.00 trigger 616.35	17 / 126 remaining 109	daily_close_loss_cap_with_slippage_proxy	This stop family is currently near-tie evidence for robustness or slippage review, not a direct label.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	neutral_context_calibration_baseline neutral_negative_context:neutral_negative_context_label	No stop baseline baseline_or_no_stop_rejection_policy	paper blocked live: blocked	2 features 2	0 preferred 2 near ties 0 positive edge	return 0.00 tail 0.00 trigger 0.00	17 / 126 remaining 109	disabled	No-stop is the baseline and rejection class for cases where trigger friction or weak edge dominates.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	neutral_context_calibration_baseline neutral_negative_context:neutral_negative_context_label	Volatility-scaled stop volatility_scaled_stop_candidate	paper blocked live: blocked	2 features 2	1 preferred 1 near ties 0 positive edge	return 0.00 tail 0.00 trigger 0.00	17 / 126 remaining 109	daily_close_volatility_scaled_loss_cap_proxy	This stop family is sometimes preferred, but average return edge is not yet positive across the grouped cases.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.
blocked_optimizer_date_gate	neutral_context_calibration_baseline neutral_negative_context:neutral_negative_context_label	Volatility-scaled stop with slippage stress slippage_stress_robustness_check	paper blocked live: blocked	2 features 2	0 preferred 2 near ties 0 positive edge	return 0.00 tail 0.00 trigger 0.00	17 / 126 remaining 109	daily_close_volatility_scaled_loss_cap_with_slippage_proxy	This stop family is currently near-tie evidence for robustness or slippage review, not a direct label.	Keep policy family review-only until the optimizer distinct-signal-date gate clears.

Stop-Loss Selector Feature Audit

This section comes from paper.stop_loss_selector_feature_audit_operator_view. It unnests future selector feature vectors and classifies case context, policy identity, stability, and outcome-derived diagnostics so leakage, missingness, date gates, and non-model gate fields are visible before any paper selector training.

Leakage Review	Feature	Gate	Coverage	Value Types	Label Rows	Example Values	Feature Read	Operator Action
requires_label_stability_review	`candidate_matches_stable_policy` historical_outcome_stability / label_stability_diagnostic	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 2	0 num / 0 str / 145 bool	29 preferred 45 near ties 112 trigger-friction	false to true	Label-stability diagnostic: review carefully before using as a feature, because it may encode the target construction.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
requires_label_stability_review	`historical_preferred_policy_count` historical_outcome_stability / label_stability_diagnostic	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 3	145 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	1 to 3	Label-stability diagnostic: review carefully before using as a feature, because it may encode the target construction.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
requires_label_stability_review	`latest_matches_stable_policy` historical_outcome_stability / label_stability_diagnostic	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 2	0 num / 0 str / 145 bool	29 preferred 45 near ties 112 trigger-friction	false to true	Label-stability diagnostic: review carefully before using as a feature, because it may encode the target construction.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
requires_label_stability_review	`preferred_policy_switch_count` historical_outcome_stability / label_stability_diagnostic	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 5	145 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	0 to 4	Label-stability diagnostic: review carefully before using as a feature, because it may encode the target construction.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
requires_leakage_review_outcome_derived	`stable_avg_trigger_rate` historical_outcome_stability / outcome_magnitude_diagnostic	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 18	145 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	0.00000000000000000000 to 0.29509128932706525875	Outcome-derived diagnostic: keep out of live/predictive model inputs unless used only for historical label construction.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
requires_leakage_review_outcome_derived	`stable_p05_tail_edge_bps_vs_no_stop` historical_outcome_stability / outcome_magnitude_diagnostic	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 1	145 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	0.000000000000000000000 to 0.000000000000000000000	Outcome-derived diagnostic: keep out of live/predictive model inputs unless used only for historical label construction.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
requires_label_stability_review	`stable_preferred_share` historical_outcome_stability / label_stability_diagnostic	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 5	145 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	0.42857142857142857143 to 1.00000000000000000000	Label-stability diagnostic: review carefully before using as a feature, because it may encode the target construction.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
requires_leakage_review_outcome_derived	`stable_return_edge_bps_vs_no_stop` historical_outcome_stability / outcome_magnitude_diagnostic	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 19	145 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	0.000000000000000000000 to 8.801360545497180500000	Outcome-derived diagnostic: keep out of live/predictive model inputs unless used only for historical label construction.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
requires_label_stability_review	`stable_stop_loss_model` stop_policy_identity / policy_identity_text	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 3	0 num / 145 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	daily_close_loss_cap_proxy to disabled	Label-stability diagnostic: review carefully before using as a feature, because it may encode the target construction.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
requires_label_stability_review	`stable_stop_style_code` stop_policy_identity / policy_identity_text	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 3	0 num / 145 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	fixed_stop to volatility_scaled_stop	Label-stability diagnostic: review carefully before using as a feature, because it may encode the target construction.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
requires_leakage_review_outcome_derived	`stable_trigger_rate_edge_bps_vs_no_stop` historical_outcome_stability / outcome_magnitude_diagnostic	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 18	145 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	0.000000000000000000000 to 787.331392472695393700000	Outcome-derived diagnostic: keep out of live/predictive model inputs unless used only for historical label construction.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
requires_leakage_review_outcome_derived	`stable_worst_tail_edge_bps_vs_no_stop` historical_outcome_stability / outcome_magnitude_diagnostic	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 1	145 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	0.000000000000000000000 to 0.000000000000000000000	Outcome-derived diagnostic: keep out of live/predictive model inputs unless used only for historical label construction.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`confidence_bucket_max` case_context / case_bucket_numeric_context	review_only_optimizer_date_gate partial_coverage	5 non-null / 145 null 140; distinct 1	5 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	70 to 70	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`confidence_bucket_min` case_context / case_bucket_numeric_context	review_only_optimizer_date_gate partial_coverage	5 non-null / 145 null 140; distinct 1	5 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	55 to 55	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`dollar_volume_bucket_order` case_context / case_bucket_numeric_context	review_only_optimizer_date_gate partial_coverage	15 non-null / 145 null 130; distinct 3	15 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	1 to 3	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`dollar_volume_max_usd` case_context / general_context	review_only_optimizer_date_gate partial_coverage	10 non-null / 145 null 135; distinct 2	10 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	100000000 to 20000000	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`dollar_volume_min_usd` case_context / general_context	review_only_optimizer_date_gate partial_coverage	15 non-null / 145 null 130; distinct 3	15 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	0 to 20000000	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`dominant_negative_signal_family` case_context / signal_family_context	review_only_optimizer_date_gate partial_coverage	20 non-null / 145 null 125; distinct 4	0 num / 20 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	event to risk	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`dominant_positive_signal_family` case_context / signal_family_context	review_only_optimizer_date_gate partial_coverage	5 non-null / 145 null 140; distinct 1	0 num / 5 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	value to value	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`holding_horizon_days` case_context / case_bucket_numeric_context	review_only_optimizer_date_gate partial_coverage	20 non-null / 145 null 125; distinct 4	20 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	1 to 5	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`market_cap_bucket_order` case_context / case_bucket_numeric_context	review_only_optimizer_date_gate partial_coverage	20 non-null / 145 null 125; distinct 4	20 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	1 to 4	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`market_cap_max_usd` case_context / general_context	review_only_optimizer_date_gate partial_coverage	15 non-null / 145 null 130; distinct 3	15 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	10000000000 to 200000000000	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`market_cap_min_usd` case_context / general_context	review_only_optimizer_date_gate partial_coverage	20 non-null / 145 null 125; distinct 4	20 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	0 to 200000000000	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`quality_bucket_max` case_context / case_bucket_numeric_context	review_only_optimizer_date_gate partial_coverage	5 non-null / 145 null 140; distinct 1	5 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	70 to 70	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`quality_bucket_min` case_context / case_bucket_numeric_context	review_only_optimizer_date_gate partial_coverage	10 non-null / 145 null 135; distinct 2	10 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	55 to 70	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`residual_volatility_bucket_order` case_context / case_bucket_numeric_context	review_only_optimizer_date_gate partial_coverage	20 non-null / 145 null 125; distinct 4	20 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	0 to 3	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`risk_bucket_max` case_context / case_bucket_numeric_context	review_only_optimizer_date_gate partial_coverage	10 non-null / 145 null 135; distinct 2	10 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	35 to 55	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`risk_bucket_min` case_context / case_bucket_numeric_context	review_only_optimizer_date_gate partial_coverage	10 non-null / 145 null 135; distinct 2	10 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	0 to 35	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`score_bucket_max` case_context / case_bucket_numeric_context	review_only_optimizer_date_gate partial_coverage	10 non-null / 145 null 135; distinct 2	10 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	60 to 70	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`score_bucket_min` case_context / case_bucket_numeric_context	review_only_optimizer_date_gate partial_coverage	10 non-null / 145 null 135; distinct 2	10 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	50 to 60	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`value_bucket_max` case_context / case_bucket_numeric_context	review_only_optimizer_date_gate partial_coverage	5 non-null / 145 null 140; distinct 1	5 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	70 to 70	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`value_bucket_min` case_context / case_bucket_numeric_context	review_only_optimizer_date_gate partial_coverage	10 non-null / 145 null 135; distinct 2	10 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	55 to 70	Partial-coverage context feature; encode missingness deliberately before any paper training.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`case_dimension` case_context / case_bucket_identifier	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 11	0 num / 145 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	confidence_bucket to value_bucket	Candidate context or policy-identity feature after date gate, leakage, slippage, and operator review.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
standard_feature_review	`case_value` case_context / case_bucket_identifier	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 29	0 num / 145 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	confidence_55_to_70 to volatility_unknown	Candidate context or policy-identity feature after date gate, leakage, slippage, and operator review.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
policy_identity_standard_review	`fixed_stop_policy` stop_policy_identity / policy_family_indicator	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 2	145 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	0 to 1	Candidate context or policy-identity feature after date gate, leakage, slippage, and operator review.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
policy_identity_standard_review	`no_stop_policy` stop_policy_identity / policy_family_indicator	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 2	145 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	0 to 1	Candidate context or policy-identity feature after date gate, leakage, slippage, and operator review.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
policy_identity_standard_review	`slippage_stress_policy` stop_policy_identity / policy_family_indicator	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 2	145 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	0 to 1	Candidate context or policy-identity feature after date gate, leakage, slippage, and operator review.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
training_gate_context_not_model_input	`stability_cutoff_observation_count` training_gate_context / stability_gate_context	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 3	145 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	1 to 7	Training gate context: useful for audit/reporting, not a model input for future live selection.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
training_gate_context_not_model_input	`stability_distinct_signal_dates` training_gate_context / stability_gate_context	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 1	145 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	17 to 17	Training gate context: useful for audit/reporting, not a model input for future live selection.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
training_gate_context_not_model_input	`stability_remaining_signal_dates` training_gate_context / stability_gate_context	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 1	145 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	109 to 109	Training gate context: useful for audit/reporting, not a model input for future live selection.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
training_gate_context_not_model_input	`stability_status` training_gate_context / stability_gate_context	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 5	0 num / 145 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	latest_policy_changed to unstable_preferred_policy	Training gate context: useful for audit/reporting, not a model input for future live selection.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
training_gate_context_not_model_input	`stability_training_feature_status` training_gate_context / stability_gate_context	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 1	0 num / 145 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	review_only_optimizer_date_gate to review_only_optimizer_date_gate	Training gate context: useful for audit/reporting, not a model input for future live selection.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
policy_identity_standard_review	`stop_policy_family` stop_policy_identity / policy_identity_text	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 5	0 num / 145 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	fixed_stop to volatility_scaled_stop_slippage_stress	Candidate context or policy-identity feature after date gate, leakage, slippage, and operator review.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.
policy_identity_standard_review	`volatility_scaled_stop_policy` stop_policy_identity / policy_family_indicator	review_only_optimizer_date_gate full_coverage	145 non-null / 145 null 0; distinct 2	145 num / 0 str / 0 bool	29 preferred 45 near ties 112 trigger-friction	0 to 1	Candidate context or policy-identity feature after date gate, leakage, slippage, and operator review.	Keep review-only until optimizer date gate, leakage review, and slippage review clear.

Stop-Loss Selector Feature Preprocessing Plan

This section comes from paper.stop_loss_selector_feature_preprocessing_plan_operator_view. It turns the feature audit into an explicit preprocessing contract for future selector training: clean candidate inputs, missingness-encoding requirements, and leakage or gate-context fields that must stay out of model inputs.

Preprocessing Status	Feature	Transform	Input Role	Review / Coverage	Coverage Rows	Value Type	Label Rows	Optimizer Dates	Plan Read	Operator Action
candidate_categorical_encoding_required	`case_dimension` case_context / case_bucket_identifier	categorical_one_hot_or_frequency_encoding	candidate missingness no; excluded no	full_coverage standard_feature_review	145 non-null / 145 null 0; distinct 11	categorical_text 0 num / 145 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate feature can be considered after optimizer date depth, leakage review, split review, and operator approval.	Review encoding choice and leakage assumptions before allowing this feature in a paper selector.
candidate_categorical_encoding_required	`case_value` case_context / case_bucket_identifier	categorical_one_hot_or_frequency_encoding	candidate missingness no; excluded no	full_coverage standard_feature_review	145 non-null / 145 null 0; distinct 29	categorical_text 0 num / 145 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate feature can be considered after optimizer date depth, leakage review, split review, and operator approval.	Review encoding choice and leakage assumptions before allowing this feature in a paper selector.
candidate_numeric_passthrough_or_standardize	`fixed_stop_policy` stop_policy_identity / policy_family_indicator	numeric_passthrough_with_optional_standardization	candidate missingness no; excluded no	full_coverage policy_identity_standard_review	145 non-null / 145 null 0; distinct 2	numeric 145 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate feature can be considered after optimizer date depth, leakage review, split review, and operator approval.	Review encoding choice and leakage assumptions before allowing this feature in a paper selector.
candidate_numeric_passthrough_or_standardize	`no_stop_policy` stop_policy_identity / policy_family_indicator	numeric_passthrough_with_optional_standardization	candidate missingness no; excluded no	full_coverage policy_identity_standard_review	145 non-null / 145 null 0; distinct 2	numeric 145 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate feature can be considered after optimizer date depth, leakage review, split review, and operator approval.	Review encoding choice and leakage assumptions before allowing this feature in a paper selector.
candidate_numeric_passthrough_or_standardize	`slippage_stress_policy` stop_policy_identity / policy_family_indicator	numeric_passthrough_with_optional_standardization	candidate missingness no; excluded no	full_coverage policy_identity_standard_review	145 non-null / 145 null 0; distinct 2	numeric 145 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate feature can be considered after optimizer date depth, leakage review, split review, and operator approval.	Review encoding choice and leakage assumptions before allowing this feature in a paper selector.
candidate_categorical_encoding_required	`stop_policy_family` stop_policy_identity / policy_identity_text	categorical_one_hot_or_frequency_encoding	candidate missingness no; excluded no	full_coverage policy_identity_standard_review	145 non-null / 145 null 0; distinct 5	categorical_text 0 num / 145 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate feature can be considered after optimizer date depth, leakage review, split review, and operator approval.	Review encoding choice and leakage assumptions before allowing this feature in a paper selector.
candidate_numeric_passthrough_or_standardize	`volatility_scaled_stop_policy` stop_policy_identity / policy_family_indicator	numeric_passthrough_with_optional_standardization	candidate missingness no; excluded no	full_coverage policy_identity_standard_review	145 non-null / 145 null 0; distinct 2	numeric 145 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate feature can be considered after optimizer date depth, leakage review, split review, and operator approval.	Review encoding choice and leakage assumptions before allowing this feature in a paper selector.
candidate_numeric_missingness_encoding_required	`confidence_bucket_max` case_context / case_bucket_numeric_context	missingness_indicator_plus_median_or_bucket_imputation	candidate missingness yes; excluded no	partial_coverage standard_feature_review	5 non-null / 145 null 140; distinct 1	numeric 5 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_numeric_missingness_encoding_required	`confidence_bucket_min` case_context / case_bucket_numeric_context	missingness_indicator_plus_median_or_bucket_imputation	candidate missingness yes; excluded no	partial_coverage standard_feature_review	5 non-null / 145 null 140; distinct 1	numeric 5 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_numeric_missingness_encoding_required	`dollar_volume_bucket_order` case_context / case_bucket_numeric_context	missingness_indicator_plus_median_or_bucket_imputation	candidate missingness yes; excluded no	partial_coverage standard_feature_review	15 non-null / 145 null 130; distinct 3	numeric 15 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_numeric_missingness_encoding_required	`dollar_volume_max_usd` case_context / general_context	missingness_indicator_plus_median_or_bucket_imputation	candidate missingness yes; excluded no	partial_coverage standard_feature_review	10 non-null / 145 null 135; distinct 2	numeric 10 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_numeric_missingness_encoding_required	`dollar_volume_min_usd` case_context / general_context	missingness_indicator_plus_median_or_bucket_imputation	candidate missingness yes; excluded no	partial_coverage standard_feature_review	15 non-null / 145 null 130; distinct 3	numeric 15 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_categorical_missingness_encoding_required	`dominant_negative_signal_family` case_context / signal_family_context	missingness_indicator_plus_unknown_category	candidate missingness yes; excluded no	partial_coverage standard_feature_review	20 non-null / 145 null 125; distinct 4	categorical_text 0 num / 20 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_categorical_missingness_encoding_required	`dominant_positive_signal_family` case_context / signal_family_context	missingness_indicator_plus_unknown_category	candidate missingness yes; excluded no	partial_coverage standard_feature_review	5 non-null / 145 null 140; distinct 1	categorical_text 0 num / 5 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_numeric_missingness_encoding_required	`holding_horizon_days` case_context / case_bucket_numeric_context	missingness_indicator_plus_median_or_bucket_imputation	candidate missingness yes; excluded no	partial_coverage standard_feature_review	20 non-null / 145 null 125; distinct 4	numeric 20 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_numeric_missingness_encoding_required	`market_cap_bucket_order` case_context / case_bucket_numeric_context	missingness_indicator_plus_median_or_bucket_imputation	candidate missingness yes; excluded no	partial_coverage standard_feature_review	20 non-null / 145 null 125; distinct 4	numeric 20 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_numeric_missingness_encoding_required	`market_cap_max_usd` case_context / general_context	missingness_indicator_plus_median_or_bucket_imputation	candidate missingness yes; excluded no	partial_coverage standard_feature_review	15 non-null / 145 null 130; distinct 3	numeric 15 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_numeric_missingness_encoding_required	`market_cap_min_usd` case_context / general_context	missingness_indicator_plus_median_or_bucket_imputation	candidate missingness yes; excluded no	partial_coverage standard_feature_review	20 non-null / 145 null 125; distinct 4	numeric 20 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_numeric_missingness_encoding_required	`quality_bucket_max` case_context / case_bucket_numeric_context	missingness_indicator_plus_median_or_bucket_imputation	candidate missingness yes; excluded no	partial_coverage standard_feature_review	5 non-null / 145 null 140; distinct 1	numeric 5 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_numeric_missingness_encoding_required	`quality_bucket_min` case_context / case_bucket_numeric_context	missingness_indicator_plus_median_or_bucket_imputation	candidate missingness yes; excluded no	partial_coverage standard_feature_review	10 non-null / 145 null 135; distinct 2	numeric 10 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_numeric_missingness_encoding_required	`residual_volatility_bucket_order` case_context / case_bucket_numeric_context	missingness_indicator_plus_median_or_bucket_imputation	candidate missingness yes; excluded no	partial_coverage standard_feature_review	20 non-null / 145 null 125; distinct 4	numeric 20 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_numeric_missingness_encoding_required	`risk_bucket_max` case_context / case_bucket_numeric_context	missingness_indicator_plus_median_or_bucket_imputation	candidate missingness yes; excluded no	partial_coverage standard_feature_review	10 non-null / 145 null 135; distinct 2	numeric 10 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_numeric_missingness_encoding_required	`risk_bucket_min` case_context / case_bucket_numeric_context	missingness_indicator_plus_median_or_bucket_imputation	candidate missingness yes; excluded no	partial_coverage standard_feature_review	10 non-null / 145 null 135; distinct 2	numeric 10 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_numeric_missingness_encoding_required	`score_bucket_max` case_context / case_bucket_numeric_context	missingness_indicator_plus_median_or_bucket_imputation	candidate missingness yes; excluded no	partial_coverage standard_feature_review	10 non-null / 145 null 135; distinct 2	numeric 10 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_numeric_missingness_encoding_required	`score_bucket_min` case_context / case_bucket_numeric_context	missingness_indicator_plus_median_or_bucket_imputation	candidate missingness yes; excluded no	partial_coverage standard_feature_review	10 non-null / 145 null 135; distinct 2	numeric 10 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_numeric_missingness_encoding_required	`value_bucket_max` case_context / case_bucket_numeric_context	missingness_indicator_plus_median_or_bucket_imputation	candidate missingness yes; excluded no	partial_coverage standard_feature_review	5 non-null / 145 null 140; distinct 1	numeric 5 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
candidate_numeric_missingness_encoding_required	`value_bucket_min` case_context / case_bucket_numeric_context	missingness_indicator_plus_median_or_bucket_imputation	candidate missingness yes; excluded no	partial_coverage standard_feature_review	10 non-null / 145 null 135; distinct 2	numeric 10 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Candidate context feature, but future training must add a missingness indicator and explicit imputation policy.	Define missingness indicators, imputation values, and cohort sensitivity checks before paper training.
excluded_training_gate_context	`stability_cutoff_observation_count` training_gate_context / stability_gate_context	exclude_gate_context	not input missingness no; excluded yes	full_coverage training_gate_context_not_model_input	145 non-null / 145 null 0; distinct 3	numeric 145 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Keep this field out of model inputs; use it only as training/readiness gate context.	Keep as report/readiness context only; never feed this gate field into the selector.
excluded_training_gate_context	`stability_distinct_signal_dates` training_gate_context / stability_gate_context	exclude_gate_context	not input missingness no; excluded yes	full_coverage training_gate_context_not_model_input	145 non-null / 145 null 0; distinct 1	numeric 145 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Keep this field out of model inputs; use it only as training/readiness gate context.	Keep as report/readiness context only; never feed this gate field into the selector.
excluded_training_gate_context	`stability_remaining_signal_dates` training_gate_context / stability_gate_context	exclude_gate_context	not input missingness no; excluded yes	full_coverage training_gate_context_not_model_input	145 non-null / 145 null 0; distinct 1	numeric 145 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Keep this field out of model inputs; use it only as training/readiness gate context.	Keep as report/readiness context only; never feed this gate field into the selector.
excluded_training_gate_context	`stability_status` training_gate_context / stability_gate_context	exclude_gate_context	not input missingness no; excluded yes	full_coverage training_gate_context_not_model_input	145 non-null / 145 null 0; distinct 5	categorical_text 0 num / 145 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Keep this field out of model inputs; use it only as training/readiness gate context.	Keep as report/readiness context only; never feed this gate field into the selector.
excluded_training_gate_context	`stability_training_feature_status` training_gate_context / stability_gate_context	exclude_gate_context	not input missingness no; excluded yes	full_coverage training_gate_context_not_model_input	145 non-null / 145 null 0; distinct 1	categorical_text 0 num / 145 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Keep this field out of model inputs; use it only as training/readiness gate context.	Keep as report/readiness context only; never feed this gate field into the selector.
excluded_label_stability_or_future_outcome	`candidate_matches_stable_policy` historical_outcome_stability / label_stability_diagnostic	exclude_label_or_outcome_leakage	not input missingness no; excluded yes	full_coverage requires_label_stability_review	145 non-null / 145 null 0; distinct 2	boolean 0 num / 0 str / 145 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Exclude from model inputs because it describes label stability or future outcome agreement.	Keep excluded from model inputs and document any label-construction-only use.
excluded_label_stability_or_future_outcome	`historical_preferred_policy_count` historical_outcome_stability / label_stability_diagnostic	exclude_label_or_outcome_leakage	not input missingness no; excluded yes	full_coverage requires_label_stability_review	145 non-null / 145 null 0; distinct 3	numeric 145 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Exclude from model inputs because it describes label stability or future outcome agreement.	Keep excluded from model inputs and document any label-construction-only use.
excluded_label_stability_or_future_outcome	`latest_matches_stable_policy` historical_outcome_stability / label_stability_diagnostic	exclude_label_or_outcome_leakage	not input missingness no; excluded yes	full_coverage requires_label_stability_review	145 non-null / 145 null 0; distinct 2	boolean 0 num / 0 str / 145 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Exclude from model inputs because it describes label stability or future outcome agreement.	Keep excluded from model inputs and document any label-construction-only use.
excluded_label_stability_or_future_outcome	`preferred_policy_switch_count` historical_outcome_stability / label_stability_diagnostic	exclude_label_or_outcome_leakage	not input missingness no; excluded yes	full_coverage requires_label_stability_review	145 non-null / 145 null 0; distinct 5	numeric 145 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Exclude from model inputs because it describes label stability or future outcome agreement.	Keep excluded from model inputs and document any label-construction-only use.
excluded_outcome_derived_leakage	`stable_avg_trigger_rate` historical_outcome_stability / outcome_magnitude_diagnostic	exclude_label_or_outcome_leakage	not input missingness no; excluded yes	full_coverage requires_leakage_review_outcome_derived	145 non-null / 145 null 0; distinct 18	numeric 145 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Exclude from model inputs because it is outcome-derived; retain only for label construction and audit.	Keep excluded from model inputs and document any label-construction-only use.
excluded_outcome_derived_leakage	`stable_p05_tail_edge_bps_vs_no_stop` historical_outcome_stability / outcome_magnitude_diagnostic	exclude_label_or_outcome_leakage	not input missingness no; excluded yes	full_coverage requires_leakage_review_outcome_derived	145 non-null / 145 null 0; distinct 1	numeric 145 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Exclude from model inputs because it is outcome-derived; retain only for label construction and audit.	Keep excluded from model inputs and document any label-construction-only use.
excluded_label_stability_or_future_outcome	`stable_preferred_share` historical_outcome_stability / label_stability_diagnostic	exclude_label_or_outcome_leakage	not input missingness no; excluded yes	full_coverage requires_label_stability_review	145 non-null / 145 null 0; distinct 5	numeric 145 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Exclude from model inputs because it describes label stability or future outcome agreement.	Keep excluded from model inputs and document any label-construction-only use.
excluded_outcome_derived_leakage	`stable_return_edge_bps_vs_no_stop` historical_outcome_stability / outcome_magnitude_diagnostic	exclude_label_or_outcome_leakage	not input missingness no; excluded yes	full_coverage requires_leakage_review_outcome_derived	145 non-null / 145 null 0; distinct 19	numeric 145 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Exclude from model inputs because it is outcome-derived; retain only for label construction and audit.	Keep excluded from model inputs and document any label-construction-only use.
excluded_outcome_derived_leakage	`stable_trigger_rate_edge_bps_vs_no_stop` historical_outcome_stability / outcome_magnitude_diagnostic	exclude_label_or_outcome_leakage	not input missingness no; excluded yes	full_coverage requires_leakage_review_outcome_derived	145 non-null / 145 null 0; distinct 18	numeric 145 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Exclude from model inputs because it is outcome-derived; retain only for label construction and audit.	Keep excluded from model inputs and document any label-construction-only use.
excluded_outcome_derived_leakage	`stable_worst_tail_edge_bps_vs_no_stop` historical_outcome_stability / outcome_magnitude_diagnostic	exclude_label_or_outcome_leakage	not input missingness no; excluded yes	full_coverage requires_leakage_review_outcome_derived	145 non-null / 145 null 0; distinct 1	numeric 145 num / 0 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Exclude from model inputs because it is outcome-derived; retain only for label construction and audit.	Keep excluded from model inputs and document any label-construction-only use.
excluded_label_stability_or_future_outcome	`stable_stop_loss_model` stop_policy_identity / policy_identity_text	exclude_label_or_outcome_leakage	not input missingness no; excluded yes	full_coverage requires_label_stability_review	145 non-null / 145 null 0; distinct 3	categorical_text 0 num / 145 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Exclude from model inputs because it describes label stability or future outcome agreement.	Keep excluded from model inputs and document any label-construction-only use.
excluded_label_stability_or_future_outcome	`stable_stop_style_code` stop_policy_identity / policy_identity_text	exclude_label_or_outcome_leakage	not input missingness no; excluded yes	full_coverage requires_label_stability_review	145 non-null / 145 null 0; distinct 3	categorical_text 0 num / 145 str / 0 bool	29 preferred near tie 45; friction 112	17 / 126 remaining 109	Exclude from model inputs because it describes label stability or future outcome agreement.	Keep excluded from model inputs and document any label-construction-only use.

Stop-Loss Selector Model Contracts

This section comes from paper.stop_loss_selector_model_contract_operator_view. It turns selector experiment plans and feature-audit evidence into explicit future paper-model contracts: target role, candidate feature families, leakage exclusions, missingness review, date gates, and live-use guardrails. It does not train a model or authorize live stop execution.

Contract Status	Model Role	Experiment / Target	Allowed	Policy Surface	Feature Contract	Optimizer Dates	Candidate Feature Keys	Contract Read	Operator Action
blocked_policy_feature_backfill	case_coverage_backfill_matcher coverage_backfill:unlabeled_backfill_case:model_contract	case_coverage_backfill_and_labeling unlabeled_current_case_needs_historical_policy_match	paper blocked live train/exec: blocked	1 policies families 0; features 0	7 full / 20 impute exclude 12; gates 5	17 / 126 remaining 109	case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy, confidence_bucket_max, confidence_bucket_min, dollar_volume_bucket_order, dollar_volume_max_usd, dollar_volume_min_usd, dominant_negative_signal_family, dominant_positive_signal_family, holding_horizon_days, market_cap_bucket_order, market_cap_max_usd, market_cap_min_usd, quality_bucket_max, quality_bucket_min, residual_volatility_bucket_order, risk_bucket_max, risk_bucket_min, score_bucket_max, score_bucket_min, value_bucket_max, value_bucket_min	Backfill contract for matching uncovered current cases to historical stop-policy evidence before training.	Keep this contract paper-only; live monitoring and broker/execution guardrails are not met.
blocked_optimizer_date_gate	best_stop_policy_classifier positive_stop_label:positive_stop_policy_label_after_review:model_contract	binary_best_stop_policy_selector preferred_stop_outperforms_no_stop_after_review	paper blocked live train/exec: blocked	4 policies families 4; features 5	7 full / 20 impute exclude 12; gates 5	17 / 126 remaining 109	case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy, confidence_bucket_max, confidence_bucket_min, dollar_volume_bucket_order, dollar_volume_max_usd, dollar_volume_min_usd, dominant_negative_signal_family, dominant_positive_signal_family, holding_horizon_days, market_cap_bucket_order, market_cap_max_usd, market_cap_min_usd, quality_bucket_max, quality_bucket_min, residual_volatility_bucket_order, risk_bucket_max, risk_bucket_min, score_bucket_max, score_bucket_min, value_bucket_max, value_bucket_min	Future classifier contract for learning when a non-no-stop policy is the best stop for a case.	Keep this contract paper-only; live monitoring and broker/execution guardrails are not met.
blocked_optimizer_date_gate	best_stop_policy_classifier positive_stop_label_with_friction_features:positive_stop_policy_label_with_slippage_features_after_review:model_contract	binary_best_stop_policy_selector preferred_stop_outperforms_no_stop_after_review	paper blocked live train/exec: blocked	4 policies families 4; features 15	7 full / 20 impute exclude 12; gates 5	17 / 126 remaining 109	case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy, confidence_bucket_max, confidence_bucket_min, dollar_volume_bucket_order, dollar_volume_max_usd, dollar_volume_min_usd, dominant_negative_signal_family, dominant_positive_signal_family, holding_horizon_days, market_cap_bucket_order, market_cap_max_usd, market_cap_min_usd, quality_bucket_max, quality_bucket_min, residual_volatility_bucket_order, risk_bucket_max, risk_bucket_min, score_bucket_max, score_bucket_min, value_bucket_max, value_bucket_min	Future classifier contract for learning when a non-no-stop policy is the best stop for a case.	Keep this contract paper-only; live monitoring and broker/execution guardrails are not met.
blocked_optimizer_date_gate	no_stop_rejection_classifier friction_rejection_or_no_stop_label:negative_or_no_stop_label_for_high_friction_case:model_contract	friction_aware_no_stop_rejection_selector no_stop_or_rejection_case_after_trigger_friction_review	paper blocked live train/exec: blocked	4 policies families 4; features 45	7 full / 20 impute exclude 12; gates 5	17 / 126 remaining 109	case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy, confidence_bucket_max, confidence_bucket_min, dollar_volume_bucket_order, dollar_volume_max_usd, dollar_volume_min_usd, dominant_negative_signal_family, dominant_positive_signal_family, holding_horizon_days, market_cap_bucket_order, market_cap_max_usd, market_cap_min_usd, quality_bucket_max, quality_bucket_min, residual_volatility_bucket_order, risk_bucket_max, risk_bucket_min, score_bucket_max, score_bucket_min, value_bucket_max, value_bucket_min	Future rejection classifier contract for learning when trigger friction makes no-stop preferable.	Keep this contract paper-only; live monitoring and broker/execution guardrails are not met.
blocked_optimizer_date_gate	selector_calibration_baseline neutral_negative_context:neutral_negative_context_label:model_contract	neutral_context_calibration_baseline context_only_or_neutral_negative_case	paper blocked live train/exec: blocked	4 policies families 4; features 10	7 full / 20 impute exclude 12; gates 5	17 / 126 remaining 109	case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy, confidence_bucket_max, confidence_bucket_min, dollar_volume_bucket_order, dollar_volume_max_usd, dollar_volume_min_usd, dominant_negative_signal_family, dominant_positive_signal_family, holding_horizon_days, market_cap_bucket_order, market_cap_max_usd, market_cap_min_usd, quality_bucket_max, quality_bucket_min, residual_volatility_bucket_order, risk_bucket_max, risk_bucket_min, score_bucket_max, score_bucket_min, value_bucket_max, value_bucket_min	Calibration contract for neutral or watch-only cases that should not become stop instructions.	Keep this contract paper-only; live monitoring and broker/execution guardrails are not met.

Stop-Loss Selector Training Dataset Preview

This section comes from paper.stop_loss_selector_training_dataset_preview_operator_view. It groups report-only future selector training rows after splitting feature vectors into sanitized full-coverage inputs, imputation-review context, and excluded leakage or gate fields. It does not train a model or authorize live stop execution.

Dataset Status	Vector Status	Label Direction	Stop Policy	Preview Rows	Allowed Rows	Sanitized Features	Label Rows	Avg Edges bps	Training Read	Operator Action
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	positive_best_stop_policy_label stable_label_available	fixed_stop	1 cases 1	0 paper / 0 live	7 full (7 non-null) impute 20 (1 non-null); exclude 17	1 preferred / 1 beat no-stop near tie 0; stable preferred 1	22.4957 ret / 0.0000 p05 tail worst 0.0000; trigger 2206.7947	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	positive_best_stop_policy_label stable_label_available	volatility_scaled_stop	1 cases 1	0 paper / 0 live	7 full (7 non-null) impute 20 (1 non-null); exclude 17	1 preferred / 1 beat no-stop near tie 0; stable preferred 1	60.3810 ret / 0.0000 p05 tail worst 0.0000; trigger 2124.5421	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	near_tie_review_label stable_label_available	volatility_scaled_stop_slippage_stress	11 cases 11	0 paper / 0 live	7 full (7 non-null) impute 20 (3 non-null); exclude 17	0 preferred / 1 beat no-stop near tie 11; stable preferred 0	5.6673 ret / 0.0000 p05 tail worst 0.0000; trigger 1109.8138	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	near_tie_review_label stable_label_available	volatility_scaled_stop	8 cases 8	0 paper / 0 live	7 full (7 non-null) impute 20 (3 non-null); exclude 17	0 preferred / 0 beat no-stop near tie 8; stable preferred 7	-4.6216 ret / 0.0000 p05 tail worst 0.0000; trigger 1508.6294	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	near_tie_review_label stable_label_available	fixed_stop_slippage_stress	6 cases 6	0 paper / 0 live	7 full (7 non-null) impute 20 (2 non-null); exclude 17	0 preferred / 0 beat no-stop near tie 6; stable preferred 0	1.8561 ret / 0.0000 p05 tail worst 0.0000; trigger 1175.9534	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	near_tie_review_label stable_label_available	fixed_stop	3 cases 3	0 paper / 0 live	7 full (7 non-null) impute 20 (2 non-null); exclude 17	0 preferred / 0 beat no-stop near tie 3; stable preferred 2	-0.3009 ret / 0.0000 p05 tail worst 0.0000; trigger 807.7019	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	near_tie_review_label near_tie_label_review	fixed_stop_slippage_stress	3 cases 3	0 paper / 0 live	7 full (7 non-null) impute 20 (3 non-null); exclude 17	0 preferred / 0 beat no-stop near tie 3; stable preferred 0	-0.0157 ret / 0.0000 p05 tail worst 0.0000; trigger 2072.5699	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	near_tie_review_label near_tie_label_review	fixed_stop	2 cases 2	0 paper / 0 live	7 full (7 non-null) impute 20 (2 non-null); exclude 17	0 preferred / 0 beat no-stop near tie 2; stable preferred 0	-5.8071 ret / 0.0000 p05 tail worst 0.0000; trigger 1863.5452	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	near_tie_review_label near_tie_label_review	volatility_scaled_stop_slippage_stress	2 cases 2	0 paper / 0 live	7 full (7 non-null) impute 20 (1 non-null); exclude 17	0 preferred / 0 beat no-stop near tie 2; stable preferred 0	-6.5493 ret / 0.0000 p05 tail worst 0.0000; trigger 2139.9597	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	near_tie_review_label near_tie_label_review	volatility_scaled_stop	1 cases 1	0 paper / 0 live	7 full (7 non-null) impute 20 (1 non-null); exclude 17	0 preferred / 0 beat no-stop near tie 1; stable preferred 0	-2.7905 ret / 0.0000 p05 tail worst 0.0000; trigger 1649.4845	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	no_stop_or_rejection_context stable_label_available	no_stop	29 cases 29	0 paper / 0 live	7 full (7 non-null) impute 20 (3 non-null); exclude 17	16 preferred / 0 beat no-stop near tie 9; stable preferred 11	0.0000 ret / 0.0000 p05 tail worst 0.0000; trigger 0.0000	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	alternative_policy_context stable_label_available	fixed_stop	12 cases 12	0 paper / 0 live	7 full (7 non-null) impute 20 (3 non-null); exclude 17	0 preferred / 0 beat no-stop near tie 0; stable preferred 1	-15.8037 ret / 0.0000 p05 tail worst 0.0000; trigger 1829.0653	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	alternative_policy_context stable_label_available	fixed_stop_slippage_stress	12 cases 12	0 paper / 0 live	7 full (7 non-null) impute 20 (3 non-null); exclude 17	0 preferred / 0 beat no-stop near tie 0; stable preferred 0	-20.3763 ret / 0.0000 p05 tail worst 0.0000; trigger 1829.0653	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	alternative_policy_context latest_label_only_review	volatility_scaled_stop	9 cases 9	0 paper / 0 live	7 full (7 non-null) impute 20 (3 non-null); exclude 17	0 preferred / 0 beat no-stop near tie 0; stable preferred 0	-51.3180 ret / 0.0000 p05 tail worst 0.0000; trigger 1971.1804	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	alternative_policy_context latest_label_only_review	volatility_scaled_stop_slippage_stress	9 cases 9	0 paper / 0 live	7 full (7 non-null) impute 20 (3 non-null); exclude 17	0 preferred / 0 beat no-stop near tie 0; stable preferred 0	-56.2459 ret / 0.0000 p05 tail worst 0.0000; trigger 1971.1804	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	alternative_policy_context latest_label_only_review	fixed_stop_slippage_stress	8 cases 8	0 paper / 0 live	7 full (7 non-null) impute 20 (3 non-null); exclude 17	0 preferred / 0 beat no-stop near tie 0; stable preferred 0	-62.7075 ret / 0.0000 p05 tail worst 0.0000; trigger 2203.6021	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	alternative_policy_context latest_label_only_review	fixed_stop	7 cases 7	0 paper / 0 live	7 full (7 non-null) impute 20 (3 non-null); exclude 17	0 preferred / 0 beat no-stop near tie 0; stable preferred 0	-64.3812 ret / 0.0000 p05 tail worst 0.0000; trigger 2236.6563	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	alternative_policy_context stable_label_available	volatility_scaled_stop_slippage_stress	7 cases 7	0 paper / 0 live	7 full (7 non-null) impute 20 (3 non-null); exclude 17	0 preferred / 0 beat no-stop near tie 0; stable preferred 0	-19.5180 ret / 0.0000 p05 tail worst 0.0000; trigger 1737.2158	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	preferred_policy_without_no_stop_edge stable_label_available	volatility_scaled_stop	6 cases 6	0 paper / 0 live	7 full (7 non-null) impute 20 (3 non-null); exclude 17	6 preferred / 0 beat no-stop near tie 0; stable preferred 4	5.8073 ret / 0.0000 p05 tail worst 0.0000; trigger 866.6276	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	alternative_policy_context stable_label_available	volatility_scaled_stop	3 cases 3	0 paper / 0 live	7 full (7 non-null) impute 20 (3 non-null); exclude 17	0 preferred / 0 beat no-stop near tie 0; stable preferred 1	-23.8723 ret / 0.0000 p05 tail worst 0.0000; trigger 1658.3732	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	preferred_policy_without_no_stop_edge latest_label_only_review	fixed_stop	2 cases 2	0 paper / 0 live	7 full (7 non-null) impute 20 (3 non-null); exclude 17	2 preferred / 0 beat no-stop near tie 0; stable preferred 0	10.0959 ret / 0.0000 p05 tail worst 0.0000; trigger 2231.4208	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	preferred_policy_without_no_stop_edge stable_label_available	fixed_stop	2 cases 2	0 paper / 0 live	7 full (7 non-null) impute 20 (2 non-null); exclude 17	2 preferred / 0 beat no-stop near tie 0; stable preferred 1	3.5916 ret / 0.0000 p05 tail worst 0.0000; trigger 1212.9099	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.
review_only_optimizer_date_gate	sanitized_full_inputs_with_imputation_and_exclusions	preferred_policy_without_no_stop_edge latest_label_only_review	volatility_scaled_stop	1 cases 1	0 paper / 0 live	7 full (7 non-null) impute 20 (1 non-null); exclude 17	1 preferred / 0 beat no-stop near tie 0; stable preferred 0	0.3916 ret / 0.0000 p05 tail worst 0.0000; trigger 2630.4348	Review-only row for future stop-loss selector training; optimizer signal-date depth is not sufficient yet.	Do not train yet; keep this row as a report-only preview until optimizer date gates clear.

Stop-Loss Selector Encoded Matrix Policy

This derived policy turns the encoded selector matrix into allowed-use language. It allows feature-design review where the matrix is clean, but keeps selector training, artifact writes, paper orders, and live execution blocked until the date-depth, evaluation, approval, and live-readiness gates clear.

Policy Status	Policy Area	Allowed Use	Observed	Required	Gap / Review	Evidence	Operator Action	Safety Guardrail
design_review_ready_date_gated	selector_design_review_matrix	report_only_feature_design_review	145.0000	1.0000	0.0000	145 encoded selector rows are available with 47 encoded model features.	Review encoded stop-loss selector feature design, target classes, and case coverage while date gates mature.	`report_only_no_training_no_artifact_write_no_live_or_paper_orders`
missingness_encoding_defined	missingness_encoding_contract	feature_preprocessing_review	145.0000	145.0000	0.0000	20 imputed features and 20 paired missingness indicators are present.	Keep the imputation defaults and missingness indicators visible for leakage, cohort, and sensitivity review.	`report_only_no_training_no_artifact_write_no_live_or_paper_orders`
excluded_context_cleanly_retained_outside_model	leakage_and_gate_context_exclusion	leakage_exclusion_review	0.0000	0.0000	0.0000	145 encoded rows retain excluded context outside the predictive vector; 0 rows put excluded context inside the encoded model vector.	Keep excluded leakage, outcome-derived, and gate-context fields outside model inputs.	`report_only_no_training_no_artifact_write_no_live_or_paper_orders`
blocked_wait_for_matured_optimizer_dates	optimizer_date_gate	training_blocked	109.0000	0.0000	109.0000	145 encoded rows remain date-gated; 109 signal dates are still needed.	Do not train the stop-loss selector yet; wait for additional point-in-time optimizer dates.	`report_only_no_training_no_artifact_write_no_live_or_paper_orders`
all_execution_permissions_blocked	training_artifact_live_permission	no_training_no_artifacts_no_live_execution	0.0000	0.0000	0.0000	paper training allowed rows=0; artifact-write rows=0; live training/execution rows=0.	Keep selector work report-only until operator approval, date depth, evaluation, and live-readiness gates clear.	`report_only_no_training_no_artifact_write_no_live_or_paper_orders`

Stop-Loss Selector Encoded Feature Matrix

This section mirrors paper.stop_loss_selector_encoded_feature_matrix_operator_view from already-loaded report rows. It materializes future model-input vectors with imputed partial-coverage values and explicit missingness indicators while keeping leakage and gate-context fields outside the predictive vector. It is design evidence only, not a training launch.

Encoded Status	Case / Policy	Target / Split	Feature Counts	Transforms	Optimizer Dates	Encoded Keys	Read	Operator Action
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:residual_volatility_medium` fixed_stop	best_stop_positive_class binary 1; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_no_negative_signal` volatility_scaled_stop	best_stop_positive_class binary 1; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_large_10b_to_200b` fixed_stop	preferred_policy_calibration_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dollar_volume_bucket:dollar_volume_high_100m_plus` fixed_stop	preferred_policy_calibration_positive_class binary 1; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_10_days` volatility_scaled_stop	preferred_policy_calibration_positive_class binary 1; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`risk_bucket:risk_low_0_to_35` fixed_stop	preferred_policy_calibration_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_return_prediction` fixed_stop	preferred_policy_calibration_positive_class binary 1; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_1_days` volatility_scaled_stop	preferred_policy_calibration_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_event` volatility_scaled_stop	preferred_policy_calibration_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_mega_200b_plus` volatility_scaled_stop	preferred_policy_calibration_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dollar_volume_bucket:dollar_volume_medium_20m_to_100m` volatility_scaled_stop	preferred_policy_calibration_positive_class binary 1; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:residual_volatility_high` volatility_scaled_stop	preferred_policy_calibration_positive_class binary 1; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:residual_volatility_low` volatility_scaled_stop	preferred_policy_calibration_positive_class binary 1; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_10_days` no_stop	no_stop_rejection_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_1_days` no_stop	no_stop_rejection_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_21_days` no_stop	no_stop_rejection_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_5_days` no_stop	no_stop_rejection_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`score_bucket:score_50_to_60` no_stop	no_stop_rejection_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`score_bucket:score_60_to_70` no_stop	no_stop_rejection_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`confidence_bucket:confidence_55_to_70` no_stop	no_stop_rejection_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`risk_bucket:risk_low_0_to_35` no_stop	no_stop_rejection_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`risk_bucket:risk_moderate_35_to_55` no_stop	no_stop_rejection_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`value_bucket:value_55_to_70` no_stop	no_stop_rejection_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`value_bucket:value_70_plus` no_stop	no_stop_rejection_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`quality_bucket:quality_55_to_70` no_stop	no_stop_rejection_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`quality_bucket:quality_70_plus` no_stop	no_stop_rejection_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_positive_signal_family:dominant_positive_family_value` no_stop	no_stop_rejection_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_event` no_stop	no_stop_rejection_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_no_negative_signal` no_stop	no_stop_rejection_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_return_prediction` no_stop	no_stop_rejection_positive_class binary 1; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_risk` no_stop	no_stop_rejection_positive_class binary 1; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_large_10b_to_200b` no_stop	no_stop_rejection_positive_class binary 1; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_mega_200b_plus` no_stop	no_stop_rejection_positive_class binary 1; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_mid_2b_to_10b` no_stop	no_stop_rejection_positive_class binary 1; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_small_below_2b` no_stop	no_stop_rejection_positive_class binary 1; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dollar_volume_bucket:dollar_volume_high_100m_plus` no_stop	no_stop_rejection_positive_class binary 1; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dollar_volume_bucket:dollar_volume_low_below_20m` no_stop	no_stop_rejection_positive_class binary 1; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dollar_volume_bucket:dollar_volume_medium_20m_to_100m` no_stop	no_stop_rejection_positive_class binary 1; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:residual_volatility_high` no_stop	no_stop_rejection_positive_class binary 1; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:residual_volatility_low` no_stop	no_stop_rejection_positive_class binary 1; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:residual_volatility_medium` no_stop	no_stop_rejection_positive_class binary 1; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:volatility_unknown` no_stop	no_stop_rejection_positive_class binary 1; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_5_days` fixed_stop	near_tie_review_or_holdout_class binary ; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`value_bucket:value_55_to_70` fixed_stop	near_tie_review_or_holdout_class binary ; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_5_days` fixed_stop_slippage_stress	near_tie_review_or_holdout_class binary ; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_large_10b_to_200b` fixed_stop_slippage_stress	near_tie_review_or_holdout_class binary ; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dollar_volume_bucket:dollar_volume_high_100m_plus` fixed_stop_slippage_stress	near_tie_review_or_holdout_class binary ; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_5_days` volatility_scaled_stop	near_tie_review_or_holdout_class binary ; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_10_days` volatility_scaled_stop_slippage_stress	near_tie_review_or_holdout_class binary ; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_5_days` volatility_scaled_stop_slippage_stress	near_tie_review_or_holdout_class binary ; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_1_days` fixed_stop	near_tie_review_or_holdout_class binary ; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`quality_bucket:quality_55_to_70` fixed_stop	near_tie_review_or_holdout_class binary ; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:residual_volatility_low` fixed_stop	near_tie_review_or_holdout_class binary ; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_1_days` fixed_stop_slippage_stress	near_tie_review_or_holdout_class binary ; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`risk_bucket:risk_low_0_to_35` fixed_stop_slippage_stress	near_tie_review_or_holdout_class binary ; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`quality_bucket:quality_55_to_70` fixed_stop_slippage_stress	near_tie_review_or_holdout_class binary ; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_return_prediction` fixed_stop_slippage_stress	near_tie_review_or_holdout_class binary ; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:residual_volatility_low` fixed_stop_slippage_stress	near_tie_review_or_holdout_class binary ; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:residual_volatility_medium` fixed_stop_slippage_stress	near_tie_review_or_holdout_class binary ; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`score_bucket:score_60_to_70` volatility_scaled_stop	near_tie_review_or_holdout_class binary ; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`confidence_bucket:confidence_55_to_70` volatility_scaled_stop	near_tie_review_or_holdout_class binary ; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`risk_bucket:risk_low_0_to_35` volatility_scaled_stop	near_tie_review_or_holdout_class binary ; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`value_bucket:value_70_plus` volatility_scaled_stop	near_tie_review_or_holdout_class binary ; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`quality_bucket:quality_70_plus` volatility_scaled_stop	near_tie_review_or_holdout_class binary ; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_positive_signal_family:dominant_positive_family_value` volatility_scaled_stop	near_tie_review_or_holdout_class binary ; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_return_prediction` volatility_scaled_stop	near_tie_review_or_holdout_class binary ; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_small_below_2b` volatility_scaled_stop	near_tie_review_or_holdout_class binary ; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_1_days` volatility_scaled_stop_slippage_stress	near_tie_review_or_holdout_class binary ; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`score_bucket:score_60_to_70` volatility_scaled_stop_slippage_stress	near_tie_review_or_holdout_class binary ; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`risk_bucket:risk_low_0_to_35` volatility_scaled_stop_slippage_stress	near_tie_review_or_holdout_class binary ; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_event` volatility_scaled_stop_slippage_stress	near_tie_review_or_holdout_class binary ; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_no_negative_signal` volatility_scaled_stop_slippage_stress	near_tie_review_or_holdout_class binary ; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_return_prediction` volatility_scaled_stop_slippage_stress	near_tie_review_or_holdout_class binary ; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_mega_200b_plus` volatility_scaled_stop_slippage_stress	near_tie_review_or_holdout_class binary ; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_small_below_2b` volatility_scaled_stop_slippage_stress	near_tie_review_or_holdout_class binary ; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dollar_volume_bucket:dollar_volume_medium_20m_to_100m` volatility_scaled_stop_slippage_stress	near_tie_review_or_holdout_class binary ; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:residual_volatility_high` volatility_scaled_stop_slippage_stress	near_tie_review_or_holdout_class binary ; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:residual_volatility_low` volatility_scaled_stop_slippage_stress	near_tie_review_or_holdout_class binary ; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_10_days` fixed_stop	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_21_days` fixed_stop	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`score_bucket:score_50_to_60` fixed_stop	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`risk_bucket:risk_moderate_35_to_55` fixed_stop	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_risk` fixed_stop	alternative_policy_context_class binary 0; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dollar_volume_bucket:dollar_volume_low_below_20m` fixed_stop	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:volatility_unknown` fixed_stop	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_10_days` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_21_days` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`score_bucket:score_50_to_60` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`risk_bucket:risk_moderate_35_to_55` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`value_bucket:value_55_to_70` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_risk` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dollar_volume_bucket:dollar_volume_low_below_20m` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:volatility_unknown` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_21_days` volatility_scaled_stop	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`score_bucket:score_50_to_60` volatility_scaled_stop	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`risk_bucket:risk_moderate_35_to_55` volatility_scaled_stop	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`value_bucket:value_55_to_70` volatility_scaled_stop	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_risk` volatility_scaled_stop	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_large_10b_to_200b` volatility_scaled_stop	alternative_policy_context_class binary 0; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dollar_volume_bucket:dollar_volume_high_100m_plus` volatility_scaled_stop	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dollar_volume_bucket:dollar_volume_low_below_20m` volatility_scaled_stop	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:volatility_unknown` volatility_scaled_stop	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`holding_horizon:horizon_21_days` volatility_scaled_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`score_bucket:score_50_to_60` volatility_scaled_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`risk_bucket:risk_moderate_35_to_55` volatility_scaled_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`value_bucket:value_55_to_70` volatility_scaled_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_risk` volatility_scaled_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_large_10b_to_200b` volatility_scaled_stop_slippage_stress	alternative_policy_context_class binary 0; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dollar_volume_bucket:dollar_volume_high_100m_plus` volatility_scaled_stop_slippage_stress	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dollar_volume_bucket:dollar_volume_low_below_20m` volatility_scaled_stop_slippage_stress	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:volatility_unknown` volatility_scaled_stop_slippage_stress	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`score_bucket:score_60_to_70` fixed_stop	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`confidence_bucket:confidence_55_to_70` fixed_stop	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`value_bucket:value_70_plus` fixed_stop	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`quality_bucket:quality_70_plus` fixed_stop	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_positive_signal_family:dominant_positive_family_value` fixed_stop	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_event` fixed_stop	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_no_negative_signal` fixed_stop	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_mega_200b_plus` fixed_stop	alternative_policy_context_class binary 0; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_mid_2b_to_10b` fixed_stop	alternative_policy_context_class binary 0; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_small_below_2b` fixed_stop	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dollar_volume_bucket:dollar_volume_medium_20m_to_100m` fixed_stop	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:residual_volatility_high` fixed_stop	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`score_bucket:score_60_to_70` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`confidence_bucket:confidence_55_to_70` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`value_bucket:value_70_plus` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`quality_bucket:quality_70_plus` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_positive_signal_family:dominant_positive_family_value` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_event` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_negative_signal_family:dominant_negative_family_no_negative_signal` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_mega_200b_plus` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_mid_2b_to_10b` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_small_below_2b` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dollar_volume_bucket:dollar_volume_medium_20m_to_100m` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:residual_volatility_high` fixed_stop_slippage_stress	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`quality_bucket:quality_55_to_70` volatility_scaled_stop	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_mid_2b_to_10b` volatility_scaled_stop	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:residual_volatility_medium` volatility_scaled_stop	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`confidence_bucket:confidence_55_to_70` volatility_scaled_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`value_bucket:value_70_plus` volatility_scaled_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`quality_bucket:quality_55_to_70` volatility_scaled_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`quality_bucket:quality_70_plus` volatility_scaled_stop_slippage_stress	alternative_policy_context_class binary 0; train	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`dominant_positive_signal_family:dominant_positive_family_value` volatility_scaled_stop_slippage_stress	alternative_policy_context_class binary 0; validation	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`market_cap_bucket:market_cap_mid_2b_to_10b` volatility_scaled_stop_slippage_stress	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.
encoded_feature_matrix_ready_but_date_gated missingness_indicators_and_imputations_defined paper_selector_encoded_feature_matrix_only	`residual_volatility_bucket:residual_volatility_medium` volatility_scaled_stop_slippage_stress	alternative_policy_context_class binary 0; test	7 full + 20 imputed + 20 indicators encoded 47; excluded in model 0; context outside 17	missingness_indicator_plus_median_or_bucket_imputation, missingness_indicator_plus_unknown_category	17 / 126 dates remaining 109	case_dimension, case_value, confidence_bucket_max, confidence_bucket_max__is_missing, confidence_bucket_min, confidence_bucket_min__is_missing, dollar_volume_bucket_order, dollar_volume_bucket_order__is_missing, dollar_volume_max_usd, dollar_volume_max_usd__is_missing, dollar_volume_min_usd, dollar_volume_min_usd__is_missing, dominant_negative_signal_family, dominant_negative_signal_family__is_missing, dominant_positive_signal_family, dominant_po...	Encoded selector features are available for audit, but optimizer date depth still blocks paper training.	Do not train yet; use this encoded matrix only to review future selector feature design while the date gate matures.

Stop-Loss Selector Training Split Plan

This section comes from paper.stop_loss_selector_training_split_plan_operator_view. It turns the sanitized training-preview surface into report-only time-ordered train/validation/test split plans with class-balance, date-depth, missingness, and live-use gates visible before any selector training run.

Split Status	Target Role	Label / Policy	Split Plan	Planned Rows	Preview Surface	Allowed / Gates	Class Balance	Feature Counts	Avg Edges bps	Split Read	Operator Action
blocked_optimizer_date_gate	binary_best_stop_policy_positive_class learn_when_candidate_stop_policy_is_preferred_and_beats_no_stop	positive_best_stop_policy_label stable_label_available; fixed_stop	time_ordered_train_validation_test_after_optimizer_gate `positive_best_stop_policy_label:stable_label_available:fixed_stop`	0 train / 0 validation / 1 test 60/20/20% after gate	1 rows cases 1; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 1 preferred / 1 beat no-stop near tie 0; stable stop 1	7 full (7 non-null) impute 20; exclude 17	22.4957 ret / 0.0000 p05 tail trigger 2206.7947	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	binary_best_stop_policy_positive_class learn_when_candidate_stop_policy_is_preferred_and_beats_no_stop	positive_best_stop_policy_label stable_label_available; volatility_scaled_stop	time_ordered_train_validation_test_after_optimizer_gate `positive_best_stop_policy_label:stable_label_available:volatility_scaled_stop`	0 train / 0 validation / 1 test 60/20/20% after gate	1 rows cases 1; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 1 preferred / 1 beat no-stop near tie 0; stable stop 1	7 full (7 non-null) impute 20; exclude 17	60.3810 ret / 0.0000 p05 tail trigger 2124.5421	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	relative_preferred_policy_calibration learn_relative_stop_policy_preference_without_positive_no_stop_edge	preferred_policy_without_no_stop_edge stable_label_available; volatility_scaled_stop	time_ordered_train_validation_test_after_optimizer_gate `preferred_policy_without_no_stop_edge:stable_label_available:volatility_scaled_stop`	3 train / 1 validation / 2 test 60/20/20% after gate	6 rows cases 6; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 6 preferred / 0 beat no-stop near tie 0; stable stop 6	7 full (7 non-null) impute 20; exclude 17	5.8073 ret / 0.0000 p05 tail trigger 866.6276	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	relative_preferred_policy_calibration learn_relative_stop_policy_preference_without_positive_no_stop_edge	preferred_policy_without_no_stop_edge latest_label_only_review; fixed_stop	time_ordered_train_validation_test_after_optimizer_gate `preferred_policy_without_no_stop_edge:latest_label_only_review:fixed_stop`	1 train / 0 validation / 1 test 60/20/20% after gate	2 rows cases 2; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 2 preferred / 0 beat no-stop near tie 0; stable stop 0	7 full (7 non-null) impute 20; exclude 17	10.0959 ret / 0.0000 p05 tail trigger 2231.4208	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	relative_preferred_policy_calibration learn_relative_stop_policy_preference_without_positive_no_stop_edge	preferred_policy_without_no_stop_edge stable_label_available; fixed_stop	time_ordered_train_validation_test_after_optimizer_gate `preferred_policy_without_no_stop_edge:stable_label_available:fixed_stop`	1 train / 0 validation / 1 test 60/20/20% after gate	2 rows cases 2; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 2 preferred / 0 beat no-stop near tie 0; stable stop 2	7 full (7 non-null) impute 20; exclude 17	3.5916 ret / 0.0000 p05 tail trigger 1212.9099	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	relative_preferred_policy_calibration learn_relative_stop_policy_preference_without_positive_no_stop_edge	preferred_policy_without_no_stop_edge latest_label_only_review; volatility_scaled_stop	time_ordered_train_validation_test_after_optimizer_gate `preferred_policy_without_no_stop_edge:latest_label_only_review:volatility_scaled_stop`	0 train / 0 validation / 1 test 60/20/20% after gate	1 rows cases 1; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 1 preferred / 0 beat no-stop near tie 0; stable stop 0	7 full (7 non-null) impute 20; exclude 17	0.3916 ret / 0.0000 p05 tail trigger 2630.4348	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	no_stop_rejection_context_class learn_when_no_stop_or_rejection_context_should_dominate	no_stop_or_rejection_context stable_label_available; no_stop	time_ordered_train_validation_test_after_optimizer_gate `no_stop_or_rejection_context:stable_label_available:no_stop`	17 train / 5 validation / 7 test 60/20/20% after gate	29 rows cases 29; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	mixed_preferred_and_nonpreferred_labels 16 preferred / 0 beat no-stop near tie 9; stable stop 18	7 full (7 non-null) impute 20; exclude 17	0.0000 ret / 0.0000 p05 tail trigger 0.0000	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	near_tie_calibration_or_exclusion learn_or_exclude_near_tie_cases_after_operator_review	near_tie_review_label stable_label_available; volatility_scaled_stop_slippage_stress	time_ordered_train_validation_test_after_optimizer_gate `near_tie_review_label:stable_label_available:volatility_scaled_stop_slippage_stress`	6 train / 2 validation / 3 test 60/20/20% after gate	11 rows cases 11; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	near_tie_only_review 0 preferred / 1 beat no-stop near tie 11; stable stop 11	7 full (7 non-null) impute 20; exclude 17	5.6673 ret / 0.0000 p05 tail trigger 1109.8138	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	near_tie_calibration_or_exclusion learn_or_exclude_near_tie_cases_after_operator_review	near_tie_review_label stable_label_available; volatility_scaled_stop	time_ordered_train_validation_test_after_optimizer_gate `near_tie_review_label:stable_label_available:volatility_scaled_stop`	4 train / 1 validation / 3 test 60/20/20% after gate	8 rows cases 8; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 0 preferred / 0 beat no-stop near tie 8; stable stop 8	7 full (7 non-null) impute 20; exclude 17	-4.6216 ret / 0.0000 p05 tail trigger 1508.6294	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	near_tie_calibration_or_exclusion learn_or_exclude_near_tie_cases_after_operator_review	near_tie_review_label stable_label_available; fixed_stop_slippage_stress	time_ordered_train_validation_test_after_optimizer_gate `near_tie_review_label:stable_label_available:fixed_stop_slippage_stress`	3 train / 1 validation / 2 test 60/20/20% after gate	6 rows cases 6; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 0 preferred / 0 beat no-stop near tie 6; stable stop 6	7 full (7 non-null) impute 20; exclude 17	1.8561 ret / 0.0000 p05 tail trigger 1175.9534	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	near_tie_calibration_or_exclusion learn_or_exclude_near_tie_cases_after_operator_review	near_tie_review_label near_tie_label_review; fixed_stop_slippage_stress	time_ordered_train_validation_test_after_optimizer_gate `near_tie_review_label:near_tie_label_review:fixed_stop_slippage_stress`	1 train / 0 validation / 2 test 60/20/20% after gate	3 rows cases 3; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 0 preferred / 0 beat no-stop near tie 3; stable stop 0	7 full (7 non-null) impute 20; exclude 17	-0.0157 ret / 0.0000 p05 tail trigger 2072.5699	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	near_tie_calibration_or_exclusion learn_or_exclude_near_tie_cases_after_operator_review	near_tie_review_label stable_label_available; fixed_stop	time_ordered_train_validation_test_after_optimizer_gate `near_tie_review_label:stable_label_available:fixed_stop`	1 train / 0 validation / 2 test 60/20/20% after gate	3 rows cases 3; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 0 preferred / 0 beat no-stop near tie 3; stable stop 3	7 full (7 non-null) impute 20; exclude 17	-0.3009 ret / 0.0000 p05 tail trigger 807.7019	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	near_tie_calibration_or_exclusion learn_or_exclude_near_tie_cases_after_operator_review	near_tie_review_label near_tie_label_review; fixed_stop	time_ordered_train_validation_test_after_optimizer_gate `near_tie_review_label:near_tie_label_review:fixed_stop`	1 train / 0 validation / 1 test 60/20/20% after gate	2 rows cases 2; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 0 preferred / 0 beat no-stop near tie 2; stable stop 0	7 full (7 non-null) impute 20; exclude 17	-5.8071 ret / 0.0000 p05 tail trigger 1863.5452	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	near_tie_calibration_or_exclusion learn_or_exclude_near_tie_cases_after_operator_review	near_tie_review_label near_tie_label_review; volatility_scaled_stop_slippage_stress	time_ordered_train_validation_test_after_optimizer_gate `near_tie_review_label:near_tie_label_review:volatility_scaled_stop_slippage_stress`	1 train / 0 validation / 1 test 60/20/20% after gate	2 rows cases 2; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 0 preferred / 0 beat no-stop near tie 2; stable stop 0	7 full (7 non-null) impute 20; exclude 17	-6.5493 ret / 0.0000 p05 tail trigger 2139.9597	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	near_tie_calibration_or_exclusion learn_or_exclude_near_tie_cases_after_operator_review	near_tie_review_label near_tie_label_review; volatility_scaled_stop	time_ordered_train_validation_test_after_optimizer_gate `near_tie_review_label:near_tie_label_review:volatility_scaled_stop`	0 train / 0 validation / 1 test 60/20/20% after gate	1 rows cases 1; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 0 preferred / 0 beat no-stop near tie 1; stable stop 0	7 full (7 non-null) impute 20; exclude 17	-2.7905 ret / 0.0000 p05 tail trigger 1649.4845	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	negative_or_alternative_policy_context learn_negative_or_background_policy_context	alternative_policy_context stable_label_available; fixed_stop	time_ordered_train_validation_test_after_optimizer_gate `alternative_policy_context:stable_label_available:fixed_stop`	7 train / 2 validation / 3 test 60/20/20% after gate	12 rows cases 12; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	negative_context_only 0 preferred / 0 beat no-stop near tie 0; stable stop 12	7 full (7 non-null) impute 20; exclude 17	-15.8037 ret / 0.0000 p05 tail trigger 1829.0653	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	negative_or_alternative_policy_context learn_negative_or_background_policy_context	alternative_policy_context stable_label_available; fixed_stop_slippage_stress	time_ordered_train_validation_test_after_optimizer_gate `alternative_policy_context:stable_label_available:fixed_stop_slippage_stress`	7 train / 2 validation / 3 test 60/20/20% after gate	12 rows cases 12; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	negative_context_only 0 preferred / 0 beat no-stop near tie 0; stable stop 12	7 full (7 non-null) impute 20; exclude 17	-20.3763 ret / 0.0000 p05 tail trigger 1829.0653	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	negative_or_alternative_policy_context learn_negative_or_background_policy_context	alternative_policy_context latest_label_only_review; volatility_scaled_stop	time_ordered_train_validation_test_after_optimizer_gate `alternative_policy_context:latest_label_only_review:volatility_scaled_stop`	5 train / 1 validation / 3 test 60/20/20% after gate	9 rows cases 9; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 0 preferred / 0 beat no-stop near tie 0; stable stop 0	7 full (7 non-null) impute 20; exclude 17	-51.3180 ret / 0.0000 p05 tail trigger 1971.1804	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	negative_or_alternative_policy_context learn_negative_or_background_policy_context	alternative_policy_context latest_label_only_review; volatility_scaled_stop_slippage_stress	time_ordered_train_validation_test_after_optimizer_gate `alternative_policy_context:latest_label_only_review:volatility_scaled_stop_slippage_stress`	5 train / 1 validation / 3 test 60/20/20% after gate	9 rows cases 9; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 0 preferred / 0 beat no-stop near tie 0; stable stop 0	7 full (7 non-null) impute 20; exclude 17	-56.2459 ret / 0.0000 p05 tail trigger 1971.1804	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	negative_or_alternative_policy_context learn_negative_or_background_policy_context	alternative_policy_context latest_label_only_review; fixed_stop_slippage_stress	time_ordered_train_validation_test_after_optimizer_gate `alternative_policy_context:latest_label_only_review:fixed_stop_slippage_stress`	4 train / 1 validation / 3 test 60/20/20% after gate	8 rows cases 8; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 0 preferred / 0 beat no-stop near tie 0; stable stop 0	7 full (7 non-null) impute 20; exclude 17	-62.7075 ret / 0.0000 p05 tail trigger 2203.6021	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	negative_or_alternative_policy_context learn_negative_or_background_policy_context	alternative_policy_context latest_label_only_review; fixed_stop	time_ordered_train_validation_test_after_optimizer_gate `alternative_policy_context:latest_label_only_review:fixed_stop`	4 train / 1 validation / 2 test 60/20/20% after gate	7 rows cases 7; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 0 preferred / 0 beat no-stop near tie 0; stable stop 0	7 full (7 non-null) impute 20; exclude 17	-64.3812 ret / 0.0000 p05 tail trigger 2236.6563	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	negative_or_alternative_policy_context learn_negative_or_background_policy_context	alternative_policy_context stable_label_available; volatility_scaled_stop_slippage_stress	time_ordered_train_validation_test_after_optimizer_gate `alternative_policy_context:stable_label_available:volatility_scaled_stop_slippage_stress`	4 train / 1 validation / 2 test 60/20/20% after gate	7 rows cases 7; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 0 preferred / 0 beat no-stop near tie 0; stable stop 7	7 full (7 non-null) impute 20; exclude 17	-19.5180 ret / 0.0000 p05 tail trigger 1737.2158	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.
blocked_optimizer_date_gate	negative_or_alternative_policy_context learn_negative_or_background_policy_context	alternative_policy_context stable_label_available; volatility_scaled_stop	time_ordered_train_validation_test_after_optimizer_gate `alternative_policy_context:stable_label_available:volatility_scaled_stop`	1 train / 0 validation / 2 test 60/20/20% after gate	3 rows cases 3; dates 1	0 paper / 0 live remaining dates 109; live blocked 2	sparse_policy_family_group 0 preferred / 0 beat no-stop near tie 0; stable stop 3	7 full (7 non-null) impute 20; exclude 17	-23.8723 ret / 0.0000 p05 tail trigger 1658.3732	Future split plan is blocked: optimizer history has not reached the required distinct signal-date depth.	Keep report-only; wait for optimizer date depth before creating any paper selector train/validation/test split.

Stop-Loss Selector Training Run Readiness

This section comes from paper.stop_loss_selector_training_run_readiness_operator_view. It joins model contracts, feature preprocessing, split plans, and live-readiness gates into a report-only preflight before any paper selector training run. It does not train a model, write model artifacts, or authorize live stop execution.

Run Status	Contract / Role	Training Mode	Matched Splits	Planned Rows	Feature Preflight	Gates	Read	Operator Action
blocked_policy_feature_backfill	coverage_backfill:unlabeled_backfill_case:model_contract case_coverage_backfill_matcher; nearest_case_matcher_before_training	paper_selector_training_preflight_only paper no; live no; artifact writes no	0 groups / 0 rows temporal 0; date-gated 0	0 train / 0 validation / 0 test preferred 0; near tie 0	44 audited / 27 future inputs full 7; impute 20; exclude 17	17 / 126 dates remaining 109; live blocked 2	Training run blocked: current cases still need policy-feature backfill before this selector role can be trained.	Do not train yet; wait for optimizer date depth and keep this as a report-only training preflight.
blocked_optimizer_date_gate	positive_stop_label:positive_stop_policy_label_after_review:model_contract best_stop_policy_classifier; regularized_logistic_or_tree_selector	paper_selector_training_preflight_only paper no; live no; artifact writes no	6 groups / 13 rows temporal 0; date-gated 6	5 train / 1 validation / 7 test preferred 13; near tie 0	44 audited / 27 future inputs full 7; impute 20; exclude 17	17 / 126 dates remaining 109; live blocked 2	Training run blocked: optimizer history has not reached the required distinct signal-date depth.	Do not train yet; wait for optimizer date depth and keep this as a report-only training preflight.
blocked_optimizer_date_gate	positive_stop_label_with_friction_features:positive_stop_policy_label_with_slippage_features_after_review:model_contract best_stop_policy_classifier; regularized_logistic_or_tree_selector	paper_selector_training_preflight_only paper no; live no; artifact writes no	6 groups / 13 rows temporal 0; date-gated 6	5 train / 1 validation / 7 test preferred 13; near tie 0	44 audited / 27 future inputs full 7; impute 20; exclude 17	17 / 126 dates remaining 109; live blocked 2	Training run blocked: optimizer history has not reached the required distinct signal-date depth.	Do not train yet; wait for optimizer date depth and keep this as a report-only training preflight.
blocked_optimizer_date_gate	friction_rejection_or_no_stop_label:negative_or_no_stop_label_for_high_friction_case:model_contract no_stop_rejection_classifier; cost_sensitive_rejection_classifier	paper_selector_training_preflight_only paper no; live no; artifact writes no	1 groups / 29 rows temporal 0; date-gated 1	17 train / 5 validation / 7 test preferred 16; near tie 9	44 audited / 27 future inputs full 7; impute 20; exclude 17	17 / 126 dates remaining 109; live blocked 2	Training run blocked: optimizer history has not reached the required distinct signal-date depth.	Do not train yet; wait for optimizer date depth and keep this as a report-only training preflight.
blocked_optimizer_date_gate	neutral_negative_context:neutral_negative_context_label:model_contract selector_calibration_baseline; calibration_and_holdout_summary	paper_selector_training_preflight_only paper no; live no; artifact writes no	16 groups / 103 rows temporal 0; date-gated 16	54 train / 13 validation / 36 test preferred 0; near tie 36	44 audited / 27 future inputs full 7; impute 20; exclude 17	17 / 126 dates remaining 109; live blocked 2	Training run blocked: optimizer history has not reached the required distinct signal-date depth.	Do not train yet; wait for optimizer date depth and keep this as a report-only training preflight.

Stop-Loss Selector Training Example Export

This section comes from paper.stop_loss_selector_training_example_export_operator_view. It exposes row-level future selector examples with target class, deterministic train/validation/test bucket after gates, sanitized model-input vectors, and closed paper/live/artifact permissions. It is an export contract, not a training launch.

Example Status	Target	Case / Policy	Planned Split	Diagnostics	Model Inputs	Gates	Read	Operator Action
blocked_until_temporal_validation_gate	best_stop_positive_class binary 1; stable_label_available	residual_volatility_bucket:residual_volatility_medium Fixed stop; preferred yes; no-stop no	test row 1 / 1; blocked_until_temporal_validation_gate	22.4957 bps return edge tail 0.0000; trigger 2206.7947; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	best_stop_positive_class binary 1; stable_label_available	dominant_negative_signal_family:dominant_negative_family_no_negative_signal Volatility-scaled stop; preferred yes; no-stop no	test row 1 / 1; blocked_until_temporal_validation_gate	60.3810 bps return edge tail 0.0000; trigger 2124.5421; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	preferred_policy_calibration_positive_class binary 1; latest_label_only_review	market_cap_bucket:market_cap_large_10b_to_200b Fixed stop; preferred yes; no-stop no	train row 1 / 2; blocked_until_temporal_validation_gate	13.1825 bps return edge tail 0.0000; trigger 2100.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	preferred_policy_calibration_positive_class binary 1; latest_label_only_review	dollar_volume_bucket:dollar_volume_high_100m_plus Fixed stop; preferred yes; no-stop no	test row 2 / 2; blocked_until_temporal_validation_gate	7.0093 bps return edge tail 0.0000; trigger 2362.8415; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	preferred_policy_calibration_positive_class binary 1; latest_label_only_review	holding_horizon:horizon_10_days Volatility-scaled stop; preferred yes; no-stop no	test row 1 / 1; blocked_until_temporal_validation_gate	0.3916 bps return edge tail 0.0000; trigger 2630.4348; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	preferred_policy_calibration_positive_class binary 1; stable_label_available	risk_bucket:risk_low_0_to_35 Fixed stop; preferred yes; no-stop no	train row 1 / 2; blocked_until_temporal_validation_gate	2.8702 bps return edge tail 0.0000; trigger 1759.1531; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	preferred_policy_calibration_positive_class binary 1; stable_label_available	dominant_negative_signal_family:dominant_negative_family_return_prediction Fixed stop; preferred yes; no-stop no	test row 2 / 2; blocked_until_temporal_validation_gate	4.3129 bps return edge tail 0.0000; trigger 666.6667; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	preferred_policy_calibration_positive_class binary 1; stable_label_available	holding_horizon:horizon_1_days Volatility-scaled stop; preferred yes; no-stop no	train row 1 / 6; blocked_until_temporal_validation_gate	9.5812 bps return edge tail 0.0000; trigger 788.6754; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	preferred_policy_calibration_positive_class binary 1; stable_label_available	dominant_negative_signal_family:dominant_negative_family_event Volatility-scaled stop; preferred yes; no-stop no	train row 2 / 6; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	preferred_policy_calibration_positive_class binary 1; stable_label_available	market_cap_bucket:market_cap_mega_200b_plus Volatility-scaled stop; preferred yes; no-stop no	train row 3 / 6; blocked_until_temporal_validation_gate	0.9258 bps return edge tail 0.0000; trigger 643.5644; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	preferred_policy_calibration_positive_class binary 1; stable_label_available	dollar_volume_bucket:dollar_volume_medium_20m_to_100m Volatility-scaled stop; preferred yes; no-stop no	validation row 4 / 6; blocked_until_temporal_validation_gate	9.9319 bps return edge tail 0.0000; trigger 3046.2863; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	preferred_policy_calibration_positive_class binary 1; stable_label_available	residual_volatility_bucket:residual_volatility_high Volatility-scaled stop; preferred yes; no-stop no	test row 5 / 6; blocked_until_temporal_validation_gate	14.2174 bps return edge tail 0.0000; trigger 590.7173; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	preferred_policy_calibration_positive_class binary 1; stable_label_available	residual_volatility_bucket:residual_volatility_low Volatility-scaled stop; preferred yes; no-stop no	test row 6 / 6; blocked_until_temporal_validation_gate	0.1878 bps return edge tail 0.0000; trigger 130.5221; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	holding_horizon:horizon_10_days No stop baseline; preferred no; no-stop yes	train row 1 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	holding_horizon:horizon_1_days No stop baseline; preferred no; no-stop yes	train row 2 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	holding_horizon:horizon_21_days No stop baseline; preferred yes; no-stop yes	train row 3 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	holding_horizon:horizon_5_days No stop baseline; preferred yes; no-stop yes	train row 4 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	score_bucket:score_50_to_60 No stop baseline; preferred yes; no-stop yes	train row 5 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	score_bucket:score_60_to_70 No stop baseline; preferred yes; no-stop yes	train row 6 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	confidence_bucket:confidence_55_to_70 No stop baseline; preferred yes; no-stop yes	train row 7 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	risk_bucket:risk_low_0_to_35 No stop baseline; preferred no; no-stop yes	train row 8 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	risk_bucket:risk_moderate_35_to_55 No stop baseline; preferred yes; no-stop yes	train row 9 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	value_bucket:value_55_to_70 No stop baseline; preferred yes; no-stop yes	train row 10 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	value_bucket:value_70_plus No stop baseline; preferred yes; no-stop yes	train row 11 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	quality_bucket:quality_55_to_70 No stop baseline; preferred yes; no-stop yes	train row 12 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	quality_bucket:quality_70_plus No stop baseline; preferred yes; no-stop yes	train row 13 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	dominant_positive_signal_family:dominant_positive_family_value No stop baseline; preferred yes; no-stop yes	train row 14 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	dominant_negative_signal_family:dominant_negative_family_event No stop baseline; preferred no; no-stop yes	train row 15 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.0875	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	dominant_negative_signal_family:dominant_negative_family_no_negative_signal No stop baseline; preferred no; no-stop yes	train row 16 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	dominant_negative_signal_family:dominant_negative_family_return_prediction No stop baseline; preferred no; no-stop yes	train row 17 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.0875	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	dominant_negative_signal_family:dominant_negative_family_risk No stop baseline; preferred yes; no-stop yes	validation row 18 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	market_cap_bucket:market_cap_large_10b_to_200b No stop baseline; preferred no; no-stop yes	validation row 19 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	market_cap_bucket:market_cap_mega_200b_plus No stop baseline; preferred no; no-stop yes	validation row 20 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	market_cap_bucket:market_cap_mid_2b_to_10b No stop baseline; preferred yes; no-stop yes	validation row 21 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	market_cap_bucket:market_cap_small_below_2b No stop baseline; preferred yes; no-stop yes	validation row 22 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	dollar_volume_bucket:dollar_volume_high_100m_plus No stop baseline; preferred no; no-stop yes	test row 23 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	dollar_volume_bucket:dollar_volume_low_below_20m No stop baseline; preferred yes; no-stop yes	test row 24 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	dollar_volume_bucket:dollar_volume_medium_20m_to_100m No stop baseline; preferred no; no-stop yes	test row 25 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	residual_volatility_bucket:residual_volatility_high No stop baseline; preferred no; no-stop yes	test row 26 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	residual_volatility_bucket:residual_volatility_low No stop baseline; preferred no; no-stop yes	test row 27 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	residual_volatility_bucket:residual_volatility_medium No stop baseline; preferred no; no-stop yes	test row 28 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	no_stop_rejection_positive_class binary 1; stable_label_available	residual_volatility_bucket:volatility_unknown No stop baseline; preferred yes; no-stop yes	test row 29 / 29; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; near_tie_label_review	holding_horizon:horizon_5_days Fixed stop; preferred no; no-stop no	train row 1 / 2; blocked_until_temporal_validation_gate	-4.6947 bps return edge tail 0.0000; trigger 1754.8683; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; near_tie_label_review	value_bucket:value_55_to_70 Fixed stop; preferred no; no-stop no	test row 2 / 2; blocked_until_temporal_validation_gate	-6.9196 bps return edge tail 0.0000; trigger 1972.2222; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; near_tie_label_review	holding_horizon:horizon_5_days Fixed stop with slippage stress; preferred no; no-stop no	train row 1 / 3; blocked_until_temporal_validation_gate	-9.0818 bps return edge tail 0.0000; trigger 1754.8683; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; near_tie_label_review	market_cap_bucket:market_cap_large_10b_to_200b Fixed stop with slippage stress; preferred no; no-stop no	test row 2 / 3; blocked_until_temporal_validation_gate	7.9325 bps return edge tail 0.0000; trigger 2100.0000; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; near_tie_label_review	dollar_volume_bucket:dollar_volume_high_100m_plus Fixed stop with slippage stress; preferred no; no-stop no	test row 3 / 3; blocked_until_temporal_validation_gate	1.1022 bps return edge tail 0.0000; trigger 2362.8415; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; near_tie_label_review	holding_horizon:horizon_5_days Volatility-scaled stop; preferred no; no-stop no	test row 1 / 1; blocked_until_temporal_validation_gate	-2.7905 bps return edge tail 0.0000; trigger 1649.4845; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; near_tie_label_review	holding_horizon:horizon_10_days Volatility-scaled stop with slippage stress; preferred no; no-stop no	train row 1 / 2; blocked_until_temporal_validation_gate	-6.1845 bps return edge tail 0.0000; trigger 2630.4348; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; near_tie_label_review	holding_horizon:horizon_5_days Volatility-scaled stop with slippage stress; preferred no; no-stop no	test row 2 / 2; blocked_until_temporal_validation_gate	-6.9142 bps return edge tail 0.0000; trigger 1649.4845; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	holding_horizon:horizon_1_days Fixed stop; preferred no; no-stop no	train row 1 / 3; blocked_until_temporal_validation_gate	4.0366 bps return edge tail 0.0000; trigger 424.6714; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	quality_bucket:quality_55_to_70 Fixed stop; preferred no; no-stop no	test row 2 / 3; blocked_until_temporal_validation_gate	-2.7643 bps return edge tail 0.0000; trigger 1508.4746; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	residual_volatility_bucket:residual_volatility_low Fixed stop; preferred no; no-stop no	test row 3 / 3; blocked_until_temporal_validation_gate	-2.1750 bps return edge tail 0.0000; trigger 489.9598; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	holding_horizon:horizon_1_days Fixed stop with slippage stress; preferred no; no-stop no	train row 1 / 6; blocked_until_temporal_validation_gate	2.9750 bps return edge tail 0.0000; trigger 424.6714; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	risk_bucket:risk_low_0_to_35 Fixed stop with slippage stress; preferred no; no-stop no	train row 2 / 6; blocked_until_temporal_validation_gate	-1.5276 bps return edge tail 0.0000; trigger 1759.1531; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	quality_bucket:quality_55_to_70 Fixed stop with slippage stress; preferred no; no-stop no	train row 3 / 6; blocked_until_temporal_validation_gate	-6.5355 bps return edge tail 0.0000; trigger 1508.4746; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	dominant_negative_signal_family:dominant_negative_family_return_prediction Fixed stop with slippage stress; preferred no; no-stop no	validation row 4 / 6; blocked_until_temporal_validation_gate	2.6462 bps return edge tail 0.0000; trigger 666.6667; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	residual_volatility_bucket:residual_volatility_low Fixed stop with slippage stress; preferred no; no-stop no	test row 5 / 6; blocked_until_temporal_validation_gate	-3.3999 bps return edge tail 0.0000; trigger 489.9598; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	residual_volatility_bucket:residual_volatility_medium Fixed stop with slippage stress; preferred no; no-stop no	test row 6 / 6; blocked_until_temporal_validation_gate	16.9787 bps return edge tail 0.0000; trigger 2206.7947; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	score_bucket:score_60_to_70 Volatility-scaled stop; preferred no; no-stop no	train row 1 / 8; blocked_until_temporal_validation_gate	-0.5047 bps return edge tail 0.0000; trigger 2352.9412; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	confidence_bucket:confidence_55_to_70 Volatility-scaled stop; preferred no; no-stop no	train row 2 / 8; blocked_until_temporal_validation_gate	-9.7057 bps return edge tail 0.0000; trigger 1716.0540; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	risk_bucket:risk_low_0_to_35 Volatility-scaled stop; preferred no; no-stop no	train row 3 / 8; blocked_until_temporal_validation_gate	-0.8424 bps return edge tail 0.0000; trigger 1607.8518; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	value_bucket:value_70_plus Volatility-scaled stop; preferred no; no-stop no	train row 4 / 8; blocked_until_temporal_validation_gate	-6.9568 bps return edge tail 0.0000; trigger 2002.8902; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	quality_bucket:quality_70_plus Volatility-scaled stop; preferred no; no-stop no	validation row 5 / 8; blocked_until_temporal_validation_gate	-8.2396 bps return edge tail 0.0000; trigger 1750.3925; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	dominant_positive_signal_family:dominant_positive_family_value Volatility-scaled stop; preferred no; no-stop no	test row 6 / 8; blocked_until_temporal_validation_gate	-9.7057 bps return edge tail 0.0000; trigger 1716.0540; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	dominant_negative_signal_family:dominant_negative_family_return_prediction Volatility-scaled stop; preferred no; no-stop no	test row 7 / 8; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.0875	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	market_cap_bucket:market_cap_small_below_2b Volatility-scaled stop; preferred no; no-stop no	test row 8 / 8; blocked_until_temporal_validation_gate	-1.0182 bps return edge tail 0.0000; trigger 922.8516; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	holding_horizon:horizon_1_days Volatility-scaled stop with slippage stress; preferred no; no-stop no	train row 1 / 11; blocked_until_temporal_validation_gate	7.6096 bps return edge tail 0.0000; trigger 788.6754; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	score_bucket:score_60_to_70 Volatility-scaled stop with slippage stress; preferred no; no-stop no	train row 2 / 11; blocked_until_temporal_validation_gate	-6.3870 bps return edge tail 0.0000; trigger 2352.9412; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	risk_bucket:risk_low_0_to_35 Volatility-scaled stop with slippage stress; preferred no; no-stop no	train row 3 / 11; blocked_until_temporal_validation_gate	-4.8621 bps return edge tail 0.0000; trigger 1607.8518; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	dominant_negative_signal_family:dominant_negative_family_event Volatility-scaled stop with slippage stress; preferred no; no-stop no	train row 4 / 11; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	dominant_negative_signal_family:dominant_negative_family_no_negative_signal Volatility-scaled stop with slippage stress; preferred no; no-stop no	train row 5 / 11; blocked_until_temporal_validation_gate	55.0696 bps return edge tail 0.0000; trigger 2124.5421; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	dominant_negative_signal_family:dominant_negative_family_return_prediction Volatility-scaled stop with slippage stress; preferred no; no-stop no	train row 6 / 11; blocked_until_temporal_validation_gate	0.0000 bps return edge tail 0.0000; trigger 0.0000; weight 0.0875	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	market_cap_bucket:market_cap_mega_200b_plus Volatility-scaled stop with slippage stress; preferred no; no-stop no	validation row 7 / 11; blocked_until_temporal_validation_gate	-0.6831 bps return edge tail 0.0000; trigger 643.5644; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	market_cap_bucket:market_cap_small_below_2b Volatility-scaled stop with slippage stress; preferred no; no-stop no	validation row 8 / 11; blocked_until_temporal_validation_gate	-3.3253 bps return edge tail 0.0000; trigger 922.8516; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	dollar_volume_bucket:dollar_volume_medium_20m_to_100m Volatility-scaled stop with slippage stress; preferred no; no-stop no	test row 9 / 11; blocked_until_temporal_validation_gate	2.3162 bps return edge tail 0.0000; trigger 3046.2863; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	residual_volatility_bucket:residual_volatility_high Volatility-scaled stop with slippage stress; preferred no; no-stop no	test row 10 / 11; blocked_until_temporal_validation_gate	12.7406 bps return edge tail 0.0000; trigger 590.7173; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	near_tie_review_or_holdout_class binary ; stable_label_available	residual_volatility_bucket:residual_volatility_low Volatility-scaled stop with slippage stress; preferred no; no-stop no	test row 11 / 11; blocked_until_temporal_validation_gate	-0.1385 bps return edge tail 0.0000; trigger 130.5221; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	holding_horizon:horizon_10_days Fixed stop; preferred no; no-stop no	train row 1 / 7; blocked_until_temporal_validation_gate	-16.3369 bps return edge tail 0.0000; trigger 3179.7101; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	holding_horizon:horizon_21_days Fixed stop; preferred no; no-stop no	train row 2 / 7; blocked_until_temporal_validation_gate	-223.7637 bps return edge tail 0.0000; trigger 4526.3158; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	score_bucket:score_50_to_60 Fixed stop; preferred no; no-stop no	train row 3 / 7; blocked_until_temporal_validation_gate	-10.2853 bps return edge tail 0.0000; trigger 1676.7050; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	risk_bucket:risk_moderate_35_to_55 Fixed stop; preferred no; no-stop no	train row 4 / 7; blocked_until_temporal_validation_gate	-108.7581 bps return edge tail 0.0000; trigger 1689.2231; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	dominant_negative_signal_family:dominant_negative_family_risk Fixed stop; preferred no; no-stop no	validation row 5 / 7; blocked_until_temporal_validation_gate	-16.6260 bps return edge tail 0.0000; trigger 1732.9888; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	dollar_volume_bucket:dollar_volume_low_below_20m Fixed stop; preferred no; no-stop no	test row 6 / 7; blocked_until_temporal_validation_gate	-36.8349 bps return edge tail 0.0000; trigger 1046.2287; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	residual_volatility_bucket:volatility_unknown Fixed stop; preferred no; no-stop no	test row 7 / 7; blocked_until_temporal_validation_gate	-38.0638 bps return edge tail 0.0000; trigger 1805.4226; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	holding_horizon:horizon_10_days Fixed stop with slippage stress; preferred no; no-stop no	train row 1 / 8; blocked_until_temporal_validation_gate	-24.2861 bps return edge tail 0.0000; trigger 3179.7101; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	holding_horizon:horizon_21_days Fixed stop with slippage stress; preferred no; no-stop no	train row 2 / 8; blocked_until_temporal_validation_gate	-235.0795 bps return edge tail 0.0000; trigger 4526.3158; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	score_bucket:score_50_to_60 Fixed stop with slippage stress; preferred no; no-stop no	train row 3 / 8; blocked_until_temporal_validation_gate	-14.4771 bps return edge tail 0.0000; trigger 1676.7050; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	risk_bucket:risk_moderate_35_to_55 Fixed stop with slippage stress; preferred no; no-stop no	train row 4 / 8; blocked_until_temporal_validation_gate	-112.9812 bps return edge tail 0.0000; trigger 1689.2231; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	value_bucket:value_55_to_70 Fixed stop with slippage stress; preferred no; no-stop no	validation row 5 / 8; blocked_until_temporal_validation_gate	-11.8501 bps return edge tail 0.0000; trigger 1972.2222; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	dominant_negative_signal_family:dominant_negative_family_risk Fixed stop with slippage stress; preferred no; no-stop no	test row 6 / 8; blocked_until_temporal_validation_gate	-20.9585 bps return edge tail 0.0000; trigger 1732.9888; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	dollar_volume_bucket:dollar_volume_low_below_20m Fixed stop with slippage stress; preferred no; no-stop no	test row 7 / 8; blocked_until_temporal_validation_gate	-39.4505 bps return edge tail 0.0000; trigger 1046.2287; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	residual_volatility_bucket:volatility_unknown Fixed stop with slippage stress; preferred no; no-stop no	test row 8 / 8; blocked_until_temporal_validation_gate	-42.5774 bps return edge tail 0.0000; trigger 1805.4226; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	holding_horizon:horizon_21_days Volatility-scaled stop; preferred no; no-stop no	train row 1 / 9; blocked_until_temporal_validation_gate	-291.0999 bps return edge tail 0.0000; trigger 4736.8421; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	score_bucket:score_50_to_60 Volatility-scaled stop; preferred no; no-stop no	train row 2 / 9; blocked_until_temporal_validation_gate	-11.3683 bps return edge tail 0.0000; trigger 1600.9743; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	risk_bucket:risk_moderate_35_to_55 Volatility-scaled stop; preferred no; no-stop no	train row 3 / 9; blocked_until_temporal_validation_gate	-60.0643 bps return edge tail 0.0000; trigger 2330.8271; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	value_bucket:value_55_to_70 Volatility-scaled stop; preferred no; no-stop no	train row 4 / 9; blocked_until_temporal_validation_gate	-14.7865 bps return edge tail 0.0000; trigger 1185.8974; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	dominant_negative_signal_family:dominant_negative_family_risk Volatility-scaled stop; preferred no; no-stop no	train row 5 / 9; blocked_until_temporal_validation_gate	-18.2426 bps return edge tail 0.0000; trigger 1720.4996; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	market_cap_bucket:market_cap_large_10b_to_200b Volatility-scaled stop; preferred no; no-stop no	validation row 6 / 9; blocked_until_temporal_validation_gate	-4.5393 bps return edge tail 0.0000; trigger 979.1667; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	dollar_volume_bucket:dollar_volume_high_100m_plus Volatility-scaled stop; preferred no; no-stop no	test row 7 / 9; blocked_until_temporal_validation_gate	-19.8689 bps return edge tail 0.0000; trigger 1256.8306; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	dollar_volume_bucket:dollar_volume_low_below_20m Volatility-scaled stop; preferred no; no-stop no	test row 8 / 9; blocked_until_temporal_validation_gate	-20.5865 bps return edge tail 0.0000; trigger 723.8443; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	residual_volatility_bucket:volatility_unknown Volatility-scaled stop; preferred no; no-stop no	test row 9 / 9; blocked_until_temporal_validation_gate	-21.3054 bps return edge tail 0.0000; trigger 3205.7416; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	holding_horizon:horizon_21_days Volatility-scaled stop with slippage stress; preferred no; no-stop no	train row 1 / 9; blocked_until_temporal_validation_gate	-302.9420 bps return edge tail 0.0000; trigger 4736.8421; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	score_bucket:score_50_to_60 Volatility-scaled stop with slippage stress; preferred no; no-stop no	train row 2 / 9; blocked_until_temporal_validation_gate	-15.3707 bps return edge tail 0.0000; trigger 1600.9743; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	risk_bucket:risk_moderate_35_to_55 Volatility-scaled stop with slippage stress; preferred no; no-stop no	train row 3 / 9; blocked_until_temporal_validation_gate	-65.8913 bps return edge tail 0.0000; trigger 2330.8271; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	value_bucket:value_55_to_70 Volatility-scaled stop with slippage stress; preferred no; no-stop no	train row 4 / 9; blocked_until_temporal_validation_gate	-17.7513 bps return edge tail 0.0000; trigger 1185.8974; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	dominant_negative_signal_family:dominant_negative_family_risk Volatility-scaled stop with slippage stress; preferred no; no-stop no	train row 5 / 9; blocked_until_temporal_validation_gate	-22.5439 bps return edge tail 0.0000; trigger 1720.4996; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	market_cap_bucket:market_cap_large_10b_to_200b Volatility-scaled stop with slippage stress; preferred no; no-stop no	validation row 6 / 9; blocked_until_temporal_validation_gate	-6.9872 bps return edge tail 0.0000; trigger 979.1667; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	dollar_volume_bucket:dollar_volume_high_100m_plus Volatility-scaled stop with slippage stress; preferred no; no-stop no	test row 7 / 9; blocked_until_temporal_validation_gate	-23.0110 bps return edge tail 0.0000; trigger 1256.8306; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	dollar_volume_bucket:dollar_volume_low_below_20m Volatility-scaled stop with slippage stress; preferred no; no-stop no	test row 8 / 9; blocked_until_temporal_validation_gate	-22.3961 bps return edge tail 0.0000; trigger 723.8443; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; latest_label_only_review	residual_volatility_bucket:volatility_unknown Volatility-scaled stop with slippage stress; preferred no; no-stop no	test row 9 / 9; blocked_until_temporal_validation_gate	-29.3197 bps return edge tail 0.0000; trigger 3205.7416; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	score_bucket:score_60_to_70 Fixed stop; preferred no; no-stop no	train row 1 / 12; blocked_until_temporal_validation_gate	-33.4888 bps return edge tail 0.0000; trigger 2147.0588; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	confidence_bucket:confidence_55_to_70 Fixed stop; preferred no; no-stop no	train row 2 / 12; blocked_until_temporal_validation_gate	-13.8363 bps return edge tail 0.0000; trigger 1748.6872; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	value_bucket:value_70_plus Fixed stop; preferred no; no-stop no	train row 3 / 12; blocked_until_temporal_validation_gate	-17.5786 bps return edge tail 0.0000; trigger 1627.7457; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	quality_bucket:quality_70_plus Fixed stop; preferred no; no-stop no	train row 4 / 12; blocked_until_temporal_validation_gate	-14.3491 bps return edge tail 0.0000; trigger 1759.8116; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	dominant_positive_signal_family:dominant_positive_family_value Fixed stop; preferred no; no-stop no	train row 5 / 12; blocked_until_temporal_validation_gate	-13.8363 bps return edge tail 0.0000; trigger 1748.6872; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	dominant_negative_signal_family:dominant_negative_family_event Fixed stop; preferred no; no-stop no	train row 6 / 12; blocked_until_temporal_validation_gate	-20.0266 bps return edge tail 0.0000; trigger 566.0377; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	dominant_negative_signal_family:dominant_negative_family_no_negative_signal Fixed stop; preferred no; no-stop no	train row 7 / 12; blocked_until_temporal_validation_gate	9.8962 bps return edge tail 0.0000; trigger 2183.1502; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	market_cap_bucket:market_cap_mega_200b_plus Fixed stop; preferred no; no-stop no	validation row 8 / 12; blocked_until_temporal_validation_gate	-9.4919 bps return edge tail 0.0000; trigger 2336.6337; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	market_cap_bucket:market_cap_mid_2b_to_10b Fixed stop; preferred no; no-stop no	validation row 9 / 12; blocked_until_temporal_validation_gate	-23.3319 bps return edge tail 0.0000; trigger 2194.8843; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	market_cap_bucket:market_cap_small_below_2b Fixed stop; preferred no; no-stop no	test row 10 / 12; blocked_until_temporal_validation_gate	-25.6493 bps return edge tail 0.0000; trigger 1085.9375; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	dollar_volume_bucket:dollar_volume_medium_20m_to_100m Fixed stop; preferred no; no-stop no	test row 11 / 12; blocked_until_temporal_validation_gate	-14.0182 bps return edge tail 0.0000; trigger 1765.3391; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	residual_volatility_bucket:residual_volatility_high Fixed stop; preferred no; no-stop no	test row 12 / 12; blocked_until_temporal_validation_gate	-13.9330 bps return edge tail 0.0000; trigger 2784.8101; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	score_bucket:score_60_to_70 Fixed stop with slippage stress; preferred no; no-stop no	train row 1 / 12; blocked_until_temporal_validation_gate	-38.8565 bps return edge tail 0.0000; trigger 2147.0588; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	confidence_bucket:confidence_55_to_70 Fixed stop with slippage stress; preferred no; no-stop no	train row 2 / 12; blocked_until_temporal_validation_gate	-18.2081 bps return edge tail 0.0000; trigger 1748.6872; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	value_bucket:value_70_plus Fixed stop with slippage stress; preferred no; no-stop no	train row 3 / 12; blocked_until_temporal_validation_gate	-21.6479 bps return edge tail 0.0000; trigger 1627.7457; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	quality_bucket:quality_70_plus Fixed stop with slippage stress; preferred no; no-stop no	train row 4 / 12; blocked_until_temporal_validation_gate	-18.7486 bps return edge tail 0.0000; trigger 1759.8116; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	dominant_positive_signal_family:dominant_positive_family_value Fixed stop with slippage stress; preferred no; no-stop no	train row 5 / 12; blocked_until_temporal_validation_gate	-18.2081 bps return edge tail 0.0000; trigger 1748.6872; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	dominant_negative_signal_family:dominant_negative_family_event Fixed stop with slippage stress; preferred no; no-stop no	train row 6 / 12; blocked_until_temporal_validation_gate	-21.4417 bps return edge tail 0.0000; trigger 566.0377; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	dominant_negative_signal_family:dominant_negative_family_no_negative_signal Fixed stop with slippage stress; preferred no; no-stop no	train row 7 / 12; blocked_until_temporal_validation_gate	4.4383 bps return edge tail 0.0000; trigger 2183.1502; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	market_cap_bucket:market_cap_mega_200b_plus Fixed stop with slippage stress; preferred no; no-stop no	validation row 8 / 12; blocked_until_temporal_validation_gate	-15.3335 bps return edge tail 0.0000; trigger 2336.6337; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	market_cap_bucket:market_cap_mid_2b_to_10b Fixed stop with slippage stress; preferred no; no-stop no	validation row 9 / 12; blocked_until_temporal_validation_gate	-28.8191 bps return edge tail 0.0000; trigger 2194.8843; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	market_cap_bucket:market_cap_small_below_2b Fixed stop with slippage stress; preferred no; no-stop no	test row 10 / 12; blocked_until_temporal_validation_gate	-28.3642 bps return edge tail 0.0000; trigger 1085.9375; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	dollar_volume_bucket:dollar_volume_medium_20m_to_100m Fixed stop with slippage stress; preferred no; no-stop no	test row 11 / 12; blocked_until_temporal_validation_gate	-18.4316 bps return edge tail 0.0000; trigger 1765.3391; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	residual_volatility_bucket:residual_volatility_high Fixed stop with slippage stress; preferred no; no-stop no	test row 12 / 12; blocked_until_temporal_validation_gate	-20.8950 bps return edge tail 0.0000; trigger 2784.8101; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	quality_bucket:quality_55_to_70 Volatility-scaled stop; preferred no; no-stop no	train row 1 / 3; blocked_until_temporal_validation_gate	-41.3647 bps return edge tail 0.0000; trigger 974.5763; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	market_cap_bucket:market_cap_mid_2b_to_10b Volatility-scaled stop; preferred no; no-stop no	test row 2 / 3; blocked_until_temporal_validation_gate	-26.3801 bps return edge tail 0.0000; trigger 3483.5566; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	residual_volatility_bucket:residual_volatility_medium Volatility-scaled stop; preferred no; no-stop no	test row 3 / 3; blocked_until_temporal_validation_gate	-3.8723 bps return edge tail 0.0000; trigger 516.9867; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	confidence_bucket:confidence_55_to_70 Volatility-scaled stop with slippage stress; preferred no; no-stop no	train row 1 / 7; blocked_until_temporal_validation_gate	-13.9958 bps return edge tail 0.0000; trigger 1716.0540; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	value_bucket:value_70_plus Volatility-scaled stop with slippage stress; preferred no; no-stop no	train row 2 / 7; blocked_until_temporal_validation_gate	-11.9640 bps return edge tail 0.0000; trigger 2002.8902; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	quality_bucket:quality_55_to_70 Volatility-scaled stop with slippage stress; preferred no; no-stop no	train row 3 / 7; blocked_until_temporal_validation_gate	-43.8012 bps return edge tail 0.0000; trigger 974.5763; weight 0.2100	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	quality_bucket:quality_70_plus Volatility-scaled stop with slippage stress; preferred no; no-stop no	train row 4 / 7; blocked_until_temporal_validation_gate	-12.6155 bps return edge tail 0.0000; trigger 1750.3925; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	dominant_positive_signal_family:dominant_positive_family_value Volatility-scaled stop with slippage stress; preferred no; no-stop no	validation row 5 / 7; blocked_until_temporal_validation_gate	-13.9958 bps return edge tail 0.0000; trigger 1716.0540; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	market_cap_bucket:market_cap_mid_2b_to_10b Volatility-scaled stop with slippage stress; preferred no; no-stop no	test row 6 / 7; blocked_until_temporal_validation_gate	-35.0889 bps return edge tail 0.0000; trigger 3483.5566; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.
blocked_until_temporal_validation_gate	alternative_policy_context_class binary 0; stable_label_available	residual_volatility_bucket:residual_volatility_medium Volatility-scaled stop with slippage stress; preferred no; no-stop no	test row 7 / 7; blocked_until_temporal_validation_gate	-5.1647 bps return edge tail 0.0000; trigger 516.9867; weight 0.3500	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	17 / 126 dates remaining 109; artifact writes no paper_selector_training_example_export_only	Training example blocked: row has a deterministic future split bucket, but temporal validation is not allowed yet.	Do not train yet; keep this row as a report-only example until optimizer date depth and temporal validation gates clear.

Stop-Loss Selector Label Balance

This section is derived from already-loaded paper.stop_loss_selector_training_example_export_operator_view rows. It summarizes future selector examples by label quality and policy family, listing the contributing split plans and target classes so class balance, holdout depth, temporal split coverage, and date gates are visible before any paper selector training run.

Gate / Status	Split Plan	Target / Policy	Examples	Split Depth	Labels	Diagnostics	Feature Counts	Gates	Read	Operator Action
blocked_optimizer_date_gate split_label_balance_available	alternative_policy_context:stable_label_available:fixed_stop \| near_tie_review_label:stable_label_available:fixed_stop \| positive_best_stop_policy_label:stable_label_available:fixed_stop \| preferred_policy_without_no_stop_edge:stable_label_available:fixed_stop binary_best_stop_policy_positive_class \| near_tie_calibration_or_exclusion \| negative_or_alternative_policy_context \| relative_preferred_policy_calibration	alternative_policy_context_class \| best_stop_positive_class \| near_tie_review_or_holdout_class \| preferred_policy_calibration_positive_class stable_label_available; fixed_stop	18	9/2/7 train/val/test labeled val/test 2/5	pos 3; neg 12; holdout 3 minority 3; weight 0.3344	-8.9371 bps return edge tail 0.0000; trigger 1611.3613	7 full; 20 impute; 17 excluded	17 / 126 dates remaining 109; temporal 0/18; artifact 0	Both binary classes appear with validation and test coverage; keep it gated until date depth and operator reviews clear.	Keep as report-only label-balance evidence; wait for additional optimizer signal dates before any paper selector training.
blocked_optimizer_date_gate split_label_balance_available	alternative_policy_context:stable_label_available:volatility_scaled_stop \| near_tie_review_label:stable_label_available:volatility_scaled_stop \| positive_best_stop_policy_label:stable_label_available:volatility_scaled_stop \| preferred_policy_without_no_stop_edge:stable_label_available:volatility_scaled_stop binary_best_stop_policy_positive_class \| near_tie_calibration_or_exclusion \| negative_or_alternative_policy_context \| relative_preferred_policy_calibration	alternative_policy_context_class \| best_stop_positive_class \| near_tie_review_or_holdout_class \| preferred_policy_calibration_positive_class stable_label_available; volatility_scaled_stop	18	8/2/8 train/val/test labeled val/test 1/5	pos 7; neg 3; holdout 8 minority 3; weight 0.3121	-0.7425 bps return edge tail 0.0000; trigger 1353.8035	7 full; 20 impute; 17 excluded	17 / 126 dates remaining 109; temporal 0/18; artifact 0	Both binary classes appear with validation and test coverage; keep it gated until date depth and operator reviews clear.	Keep as report-only label-balance evidence; wait for additional optimizer signal dates before any paper selector training.
blocked_optimizer_date_gate split_label_balance_available	alternative_policy_context:latest_label_only_review:fixed_stop \| preferred_policy_without_no_stop_edge:latest_label_only_review:fixed_stop negative_or_alternative_policy_context \| relative_preferred_policy_calibration	alternative_policy_context_class \| preferred_policy_calibration_positive_class latest_label_only_review; fixed_stop	9	5/1/3 train/val/test labeled val/test 1/3	pos 2; neg 7; holdout 0 minority 2; weight 0.3500	-47.8308 bps return edge tail 0.0000; trigger 2235.4929	7 full; 20 impute; 17 excluded	17 / 126 dates remaining 109; temporal 0/9; artifact 0	Both binary classes appear with validation and test coverage; keep it gated until date depth and operator reviews clear.	Keep as report-only label-balance evidence; wait for additional optimizer signal dates before any paper selector training.
blocked_optimizer_date_gate split_label_balance_available	alternative_policy_context:latest_label_only_review:volatility_scaled_stop \| preferred_policy_without_no_stop_edge:latest_label_only_review:volatility_scaled_stop negative_or_alternative_policy_context \| relative_preferred_policy_calibration	alternative_policy_context_class \| preferred_policy_calibration_positive_class latest_label_only_review; volatility_scaled_stop	10	5/1/4 train/val/test labeled val/test 1/4	pos 1; neg 9; holdout 0 minority 1; weight 0.3360	-46.1470 bps return edge tail 0.0000; trigger 2037.1058	7 full; 20 impute; 17 excluded	17 / 126 dates remaining 109; temporal 0/10; artifact 0	Both binary classes appear with validation and test coverage; keep it gated until date depth and operator reviews clear.	Keep as report-only label-balance evidence; wait for additional optimizer signal dates before any paper selector training.
blocked_optimizer_date_gate single_class_label_review	no_stop_or_rejection_context:stable_label_available:no_stop no_stop_rejection_context_class	no_stop_rejection_positive_class stable_label_available; no_stop	29	17/5/7 train/val/test labeled val/test 5/7	pos 29; neg 0; holdout 0 minority 0; weight 0.2933	0.0000 bps return edge tail 0.0000; trigger 0.0000	7 full; 20 impute; 17 excluded	17 / 126 dates remaining 109; temporal 0/29; artifact 0	This group has only one binary class, so it cannot support a standalone supervised selector without contrasting examples.	Keep as report-only label-balance evidence; wait for additional optimizer signal dates before any paper selector training.
blocked_optimizer_date_gate single_class_label_review	alternative_policy_context:stable_label_available:fixed_stop_slippage_stress \| near_tie_review_label:stable_label_available:fixed_stop_slippage_stress near_tie_calibration_or_exclusion \| negative_or_alternative_policy_context	alternative_policy_context_class \| near_tie_review_or_holdout_class stable_label_available; fixed_stop_slippage_stress	18	10/3/5 train/val/test labeled val/test 2/3	pos 0; neg 12; holdout 6 minority 0; weight 0.3344	-12.9655 bps return edge tail 0.0000; trigger 1611.3613	7 full; 20 impute; 17 excluded	17 / 126 dates remaining 109; temporal 0/18; artifact 0	This group has only one binary class, so it cannot support a standalone supervised selector without contrasting examples.	Keep as report-only label-balance evidence; wait for additional optimizer signal dates before any paper selector training.
blocked_optimizer_date_gate single_class_label_review	alternative_policy_context:stable_label_available:volatility_scaled_stop_slippage_stress \| near_tie_review_label:stable_label_available:volatility_scaled_stop_slippage_stress near_tie_calibration_or_exclusion \| negative_or_alternative_policy_context	alternative_policy_context_class \| near_tie_review_or_holdout_class stable_label_available; volatility_scaled_stop_slippage_stress	18	10/3/5 train/val/test labeled val/test 1/2	pos 0; neg 7; holdout 11 minority 0; weight 0.3121	-4.1270 bps return edge tail 0.0000; trigger 1353.8035	7 full; 20 impute; 17 excluded	17 / 126 dates remaining 109; temporal 0/18; artifact 0	This group has only one binary class, so it cannot support a standalone supervised selector without contrasting examples.	Keep as report-only label-balance evidence; wait for additional optimizer signal dates before any paper selector training.
blocked_optimizer_date_gate holdout_only_review	near_tie_review_label:near_tie_label_review:fixed_stop near_tie_calibration_or_exclusion	near_tie_review_or_holdout_class near_tie_label_review; fixed_stop	2	1/0/1 train/val/test labeled val/test 0/0	pos 0; neg 0; holdout 2 minority 0; weight 0.3500	-5.8071 bps return edge tail 0.0000; trigger 1863.5452	7 full; 20 impute; 17 excluded	17 / 126 dates remaining 109; temporal 0/2; artifact 0	This group is near-tie or holdout-only evidence; use it for abstention/review calibration, not a binary stop/no-stop class.	Keep as report-only label-balance evidence; wait for additional optimizer signal dates before any paper selector training.
blocked_optimizer_date_gate holdout_only_review	near_tie_review_label:near_tie_label_review:fixed_stop_slippage_stress near_tie_calibration_or_exclusion	near_tie_review_or_holdout_class near_tie_label_review; fixed_stop_slippage_stress	3	1/0/2 train/val/test labeled val/test 0/0	pos 0; neg 0; holdout 3 minority 0; weight 0.3500	-0.0157 bps return edge tail 0.0000; trigger 2072.5699	7 full; 20 impute; 17 excluded	17 / 126 dates remaining 109; temporal 0/3; artifact 0	This group is near-tie or holdout-only evidence; use it for abstention/review calibration, not a binary stop/no-stop class.	Keep as report-only label-balance evidence; wait for additional optimizer signal dates before any paper selector training.
blocked_optimizer_date_gate holdout_only_review	near_tie_review_label:near_tie_label_review:volatility_scaled_stop near_tie_calibration_or_exclusion	near_tie_review_or_holdout_class near_tie_label_review; volatility_scaled_stop	1	0/0/1 train/val/test labeled val/test 0/0	pos 0; neg 0; holdout 1 minority 0; weight 0.3500	-2.7905 bps return edge tail 0.0000; trigger 1649.4845	7 full; 20 impute; 17 excluded	17 / 126 dates remaining 109; temporal 0/1; artifact 0	This group is near-tie or holdout-only evidence; use it for abstention/review calibration, not a binary stop/no-stop class.	Keep as report-only label-balance evidence; wait for additional optimizer signal dates before any paper selector training.
blocked_optimizer_date_gate holdout_only_review	near_tie_review_label:near_tie_label_review:volatility_scaled_stop_slippage_stress near_tie_calibration_or_exclusion	near_tie_review_or_holdout_class near_tie_label_review; volatility_scaled_stop_slippage_stress	2	1/0/1 train/val/test labeled val/test 0/0	pos 0; neg 0; holdout 2 minority 0; weight 0.3500	-6.5493 bps return edge tail 0.0000; trigger 2139.9597	7 full; 20 impute; 17 excluded	17 / 126 dates remaining 109; temporal 0/2; artifact 0	This group is near-tie or holdout-only evidence; use it for abstention/review calibration, not a binary stop/no-stop class.	Keep as report-only label-balance evidence; wait for additional optimizer signal dates before any paper selector training.
blocked_optimizer_date_gate single_class_label_review	alternative_policy_context:latest_label_only_review:fixed_stop_slippage_stress negative_or_alternative_policy_context	alternative_policy_context_class latest_label_only_review; fixed_stop_slippage_stress	8	4/1/3 train/val/test labeled val/test 1/3	pos 0; neg 8; holdout 0 minority 0; weight 0.3500	-62.7075 bps return edge tail 0.0000; trigger 2203.6021	7 full; 20 impute; 17 excluded	17 / 126 dates remaining 109; temporal 0/8; artifact 0	This group has only one binary class, so it cannot support a standalone supervised selector without contrasting examples.	Keep as report-only label-balance evidence; wait for additional optimizer signal dates before any paper selector training.
blocked_optimizer_date_gate single_class_label_review	alternative_policy_context:latest_label_only_review:volatility_scaled_stop_slippage_stress negative_or_alternative_policy_context	alternative_policy_context_class latest_label_only_review; volatility_scaled_stop_slippage_stress	9	5/1/3 train/val/test labeled val/test 1/3	pos 0; neg 9; holdout 0 minority 0; weight 0.3344	-56.2459 bps return edge tail 0.0000; trigger 1971.1804	7 full; 20 impute; 17 excluded	17 / 126 dates remaining 109; temporal 0/9; artifact 0	This group has only one binary class, so it cannot support a standalone supervised selector without contrasting examples.	Keep as report-only label-balance evidence; wait for additional optimizer signal dates before any paper selector training.

Stop-Loss Selector Evaluation Plan

This section comes from paper.stop_loss_selector_evaluation_plan_operator_view. It groups selector examples into future metric families, validation/test/holdout minimums, class-balance checks, feature gates, and artifact guardrails before any paper selector model can be judged.

Evaluation Status	Evaluation Family	Primary Metric	Split Depth	Label Depth	Minimums	Model Inputs	Diagnostics	Gates	Read	Operator Action
blocked_optimizer_date_gate	binary_best_stop_policy_selector learn_when_a_stop_policy_should_beat_the_no_stop_or_alternative_context	validation_weighted_precision_at_top_policy ['validation_recall', 'test_weighted_return_edge_bps', 'test_tail_risk_edge_bps', 'trigger_friction_false_positive_rate', 'calibration_brier_score']	59/14/43 train/val/test labeled val/test 10/28	13 positive / 67 negative holdout 36; val +/- 1/9	val/test 20/20 val +/- 5/5; holdout 20	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	-20.7696 return edge tail 0.0000; trigger 1711.0351	17 / 126 dates remaining 109; eval blocked; artifact no paper_selector_evaluation_plan_only	Evaluation blocked: optimizer history has not reached the required distinct signal-date depth for point-in-time validation.	Do not train or score a selector yet; continue collecting future optimizer signal dates and use this as the metric contract.
blocked_optimizer_date_gate	friction_aware_no_stop_rejection_selector learn_when_no_stop_or_rejection_context_should_dominate	validation_no_stop_rejection_precision ['validation_no_stop_rejection_recall', 'test_false_stop_avoidance_rate', 'test_trigger_friction_penalty_bps', 'test_tail_risk_non_degradation_bps', 'calibration_brier_score']	71/18/43 train/val/test labeled val/test 14/28	29 positive / 67 negative holdout 36; val +/- 5/9	val/test 20/20 val +/- 5/5; holdout 20	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	-19.3542 return edge tail 0.0000; trigger 1359.3172	17 / 126 dates remaining 109; eval blocked; artifact no paper_selector_evaluation_plan_only	Evaluation blocked: optimizer history has not reached the required distinct signal-date depth for point-in-time validation.	Do not train or score a selector yet; continue collecting future optimizer signal dates and use this as the metric contract.
blocked_optimizer_date_gate	relative_preferred_policy_calibration calibrate_relative_stop_policy_preference_without_positive_no_stop_edge	validation_rank_calibration_auc ['validation_weighted_log_loss', 'test_preferred_policy_precision', 'test_return_edge_bps', 'test_tail_risk_edge_bps', 'calibration_expected_calibration_error']	59/14/41 train/val/test labeled val/test 10/26	11 positive / 67 negative holdout 36; val +/- 1/9	val/test 20/20 val +/- 5/5; holdout 20	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	-21.8609 return edge tail 0.0000; trigger 1703.0591	17 / 126 dates remaining 109; eval blocked; artifact no paper_selector_evaluation_plan_only	Evaluation blocked: optimizer history has not reached the required distinct signal-date depth for point-in-time validation.	Do not train or score a selector yet; continue collecting future optimizer signal dates and use this as the metric contract.
blocked_optimizer_date_gate	near_tie_abstention_calibration learn_when_near_tie_cases_should_be_abstained_or_operator_reviewed	holdout_abstention_review_rate ['near_tie_false_confidence_rate', 'operator_review_precision', 'test_calibration_margin', 'tail_risk_non_degradation_bps']	17/4/15 train/val/test labeled val/test 0/0	0 positive / 0 negative holdout 36; val +/- 0/0	val/test 0/0 val +/- 0/0; holdout 20	full 7; impute 20; exclude 17 case_dimension, case_value, fixed_stop_policy, no_stop_policy, slippage_stress_policy, stop_policy_family, volatility_scaled_stop_policy	0.2236 return edge tail 0.0000; trigger 1378.6116	17 / 126 dates remaining 109; eval blocked; artifact no paper_selector_evaluation_plan_only	Evaluation blocked: optimizer history has not reached the required distinct signal-date depth for point-in-time validation.	Do not train or score a selector yet; continue collecting future optimizer signal dates and use this as the metric contract.

Stop-Loss Selector Launch Gate

This section comes from paper.stop_loss_selector_launch_gate_operator_view. It consolidates training preflight, example export, evaluation depth, preprocessing, live infrastructure, artifact-write locks, and operator approval into one blocked/passed/review gate surface before any selector training, scoring, artifact creation, or live use.

Gate Status	Launch Gate	Observed / Required	Context	Permissions	Read	Operator Action
blocked	optimizer_date_depth optimizer_date_gate	17.0000 / 126.0000 gap 109.0000	145 examples; 4 eval plans labels val/test 34/82; dates remaining 109	train blocked; eval blocked; live blocked artifact blocked; paper_selector_launch_gate_only	Optimizer history must reach the required distinct signal-date depth before selector training, scoring, or evaluation can be trusted.	Keep selector work report-only until future daily optimizer signal dates mature.
blocked	temporal_validation_split temporal_validation_gate	0.0000 / 145.0000 gap 145.0000	145 examples; 4 eval plans labels val/test 34/82; dates remaining 109	train blocked; eval blocked; live blocked artifact blocked; paper_selector_launch_gate_only	All selector examples need point-in-time temporal split permission before training or scoring.	Wait for enough distinct signal dates to make train/validation/test separation real.
passed	feature_preprocessing_contract feature_preprocessing_encoded	47.0000 / 47.0000 gap 0.0000	145 examples; 4 eval plans labels val/test 34/82; dates remaining 109	train blocked; eval blocked; live blocked artifact blocked; paper_selector_launch_gate_only	Encoded selector inputs now define imputed partial-coverage values plus missingness indicators, with excluded leakage/gate context kept out of the model vector.	Use the encoded matrix for design review only; optimizer date depth, temporal validation, evaluation, live infrastructure, and operator approval still block training.
blocked	evaluation_label_depth evaluation_label_depth_gate	1.0000 / 4.0000 gap 3.0000	145 examples; 4 eval plans labels val/test 34/82; dates remaining 109	train blocked; eval blocked; live blocked artifact blocked; paper_selector_launch_gate_only	Every selector evaluation family needs enough validation, test, and holdout label depth before model metrics are meaningful.	Collect more dated examples or revise the evaluation family before training/scoring.
blocked	selector_label_balance optimizer_date_gate	4.0000 / 9.0000 gap 5.0000	145 examples; 4 eval plans labels val/test 34/82; dates remaining 109	train blocked; eval blocked; live blocked artifact blocked; paper_selector_launch_gate_only	Selector label-balance check has 4 balanced binary group(s), 5 single-class review group(s), and 4 holdout/calibration group(s).	Keep selector work report-only; all current label-balance groups still wait for optimizer date depth.
blocked	paper_training_and_evaluation_permission paper_training_evaluation_permission_gate	0.0000 / 9.0000 gap 9.0000	145 examples; 4 eval plans labels val/test 34/82; dates remaining 109	train blocked; eval blocked; live blocked artifact blocked; paper_selector_launch_gate_only	Paper selector training and paper evaluation permissions must both open before any selector run can start.	Do not start selector training or scoring until training preflight and evaluation plans explicitly allow it.
blocked	live_monitoring_and_execution_infrastructure live_infrastructure_gate	7.0000 / 3.0000 gap 0.0000	145 examples; 4 eval plans labels val/test 34/82; dates remaining 109	train blocked; eval blocked; live blocked artifact blocked; paper_selector_launch_gate_only	Live stop automation requires active quote coverage, a live/intraday monitoring application, a broker/execution adapter, and no blocked live-readiness gates.	Keep stop-loss selector work paper/research-only until live monitoring and broker execution controls exist.
passed	model_artifact_write_guardrail artifact_write_guardrail	0.0000 / 0.0000 gap 0.0000	145 examples; 4 eval plans labels val/test 34/82; dates remaining 109	train blocked; eval blocked; live blocked artifact blocked; paper_selector_launch_gate_only	Model artifact writes are intentionally closed while selector data, evaluation, and live gates remain blocked.	Keep artifact writes disabled until paper training, evaluation, leakage review, and operator approval all clear.
blocked	operator_approval operator_approval_required	0.0000 / 1.0000 gap 1.0000	145 examples; 4 eval plans labels val/test 34/82; dates remaining 109	train blocked; eval blocked; live blocked artifact blocked; paper_selector_launch_gate_only	A human operator must explicitly approve any future selector training, scoring, artifact writing, or live-stop use.	Review the full launch gate, evaluation plan, feature contract, slippage/tail-risk evidence, and live-readiness packet before approval.

Stop-Loss Selector Critical Path

This section is derived from the already-loaded selector launch-gate rows. It lists the non-passed gates in gate order so the next blockers for paper selector training, scoring, artifact writing, or live use are visible without reading the full launch table.

Order	Status	Gate	Observed / Required	Next Operator Action
10	blocked	optimizer_date_depth optimizer_date_gate	17.0000 / 126.0000 gap 109.0000	Keep selector work report-only until future daily optimizer signal dates mature.
20	blocked	temporal_validation_split temporal_validation_gate	0.0000 / 145.0000 gap 145.0000	Wait for enough distinct signal dates to make train/validation/test separation real.
40	blocked	evaluation_label_depth evaluation_label_depth_gate	1.0000 / 4.0000 gap 3.0000	Collect more dated examples or revise the evaluation family before training/scoring.
45	blocked	selector_label_balance optimizer_date_gate	4.0000 / 9.0000 gap 5.0000	Keep selector work report-only; all current label-balance groups still wait for optimizer date depth.
50	blocked	paper_training_and_evaluation_permission paper_training_evaluation_permission_gate	0.0000 / 9.0000 gap 9.0000	Do not start selector training or scoring until training preflight and evaluation plans explicitly allow it.
60	blocked	live_monitoring_and_execution_infrastructure live_infrastructure_gate	7.0000 / 3.0000 gap 0.0000	Keep stop-loss selector work paper/research-only until live monitoring and broker execution controls exist.
80	blocked	operator_approval operator_approval_required	0.0000 / 1.0000 gap 1.0000	Review the full launch gate, evaluation plan, feature contract, slippage/tail-risk evidence, and live-readiness packet before approval.

Stop-Loss Live Readiness

This section comes from paper.stop_loss_live_readiness_operator_view. It separates daily stop-loss research from live/intraday monitoring and broker execution, so quote-provider, live-app, broker-app, signal-date, trigger-friction, and conservative-case gates are visible before any live stop automation.

Status	Gate	Observed / Required	Signal Dates	History Rows	Stop Trigger Rows	Current Symbols	Unmatched Case Buckets	Trigger-Friction Symbols	Active Quote Providers	Live Apps	Broker Apps	Gate Read	Operator Action
blocked	optimizer_signal_date_gate	17.00 / 126.00 gap 109.00	17 / 126 remaining 109	105,448	105,448	2,299	11,495	2,299	3	1	3	Daily stop-loss research is still short of the required point-in-time score history.	Keep stop-loss outputs research-only until more daily score dates mature.
passed	daily_stop_proxy_coverage	105448.00 / 105448.00 gap 0.00	17 / 126 remaining 109	105,448	105,448	2,299	11,495	2,299	3	1	3	Daily adjusted-low stop-trigger proxy covers all optimizer history rows.	Treat this as daily research coverage only; live/intraday monitoring still needs separate implementation.
partial	current_conservative_symbol_coverage	11495.00 / 22990.00 gap 11495.00	17 / 126 remaining 109	105,448	105,448	2,299	11,495	2,299	3	1	3	Current symbols have conservative stop evidence, but unmatched case buckets remain.	Use as review evidence only; inspect unmatched buckets before modeling live stops.
review	trigger_friction_pressure	2299.00 / 0.00 gap 2299.00	17 / 126 remaining 109	105,448	105,448	2,299	11,495	2,299	3	1	3	Current conservative stop symbols are above the trigger-friction review threshold.	Design execution/slippage and intraday monitoring controls before any live stop use.
passed	quote_provider_activation	3.00 / 1.00 gap 0.00	17 / 126 remaining 109	105,448	105,448	2,299	11,495	2,299	3	1	3	At least one active quote-capable provider is registered.	Validate latency, entitlements, cost, and replay behavior before live monitoring.
passed	live_market_monitoring_application	1.00 / 1.00 gap 0.00	17 / 126 remaining 109	105,448	105,448	2,299	11,495	2,299	3	1	3	A live or intraday market-monitoring application is registered.	Validate the application with replay/sandbox data before any live stop decisions.
passed	broker_execution_application	3.00 / 1.00 gap 0.00	17 / 126 remaining 109	105,448	105,448	2,299	11,495	2,299	3	1	3	A broker or execution application is registered.	Keep broker execution disabled until sandbox, kill-switch, audit, and position reconciliation tests pass.
blocked	live_stop_policy_guardrail	3.00 / 6.00 gap 3.00	17 / 126 remaining 109	105,448	105,448	2,299	11,495	2,299	3	1	3	Live stop policy guardrails are not met; this remains research-only.	Keep stop-loss outputs out of live trading; continue daily research and build live-data/execution infrastructure separately.

Intraday Stop-Loss Proxy Evidence

This section comes from paper.stop_loss_intraday_proxy_readiness_operator_view and paper.stop_loss_intraday_proxy_evidence_operator_view. It shows whether current paper opportunity symbols have enough local intraday lows and stop-trigger context for stop-loss research. This is not paper-fill evidence, does not submit orders, does not call providers, and does not authorize paper or live execution.

Proxy gates6

Full-depth symbols4

Partial-depth symbols27

Evidence rows shown25

Status	Gate	Observed / Required	Current Symbols	Proxy Symbols	Depth	Avg Sessions	Worst Low Bps	Latest Proxy Date	Trigger Symbols	Gate Read	Operator Action
partial	current_symbol_intraday_proxy_coverage	41.00 / 50.00 gap 9.00	50	41	4 full / 27 partial missing 9	7.17	-946.32	2026-07-17	2% 32, 5% 6, 10% 0, vol 5	Every current stop-loss candidate should have local 1-minute bar proxy evidence before using intraday path context.	Backfill or refresh local bars for missing current stop-loss candidates before broad selector use.
blocked	intraday_proxy_session_depth	4.00 / 50.00 gap 46.00	50	41	4 full / 27 partial missing 9	7.17	-946.32	2026-07-17	2% 32, 5% 6, 10% 0, vol 5	A 20-session recent intraday path gives the selector enough local bars to compare fixed and volatility stop behavior.	Refresh or backfill intraday bars for symbols with thin path evidence.
passed	stop_trigger_context_observed	11.00 / 1.00 gap 0.00	50	41	4 full / 27 partial missing 9	7.17	-946.32	2026-07-17	2% 32, 5% 6, 10% 0, vol 5	At least some current candidates should show observed local path stress before deriving stop-trigger examples from bars.	Use observed trigger context for research-only selector feature design.
passed	high_trigger_friction_review	0.00 / 0.00 gap 0.00	50	41	4 full / 27 partial missing 9	7.17	-946.32	2026-07-17	2% 32, 5% 6, 10% 0, vol 5	Symbols with frequent estimated stop triggers need friction review before stop-loss automation.	No high-trigger-friction symbol is visible in the current proxy evidence.
passed	paper_fill_separation_guardrail	1.00 / 1.00 gap 0.00	50	41	4 full / 27 partial missing 9	7.17	-946.32	2026-07-17	2% 32, 5% 6, 10% 0, vol 5	Intraday bar proxy evidence is explicitly separated from reconciled paper-fill slippage evidence.	Do not use this proxy view as fill/slippage proof; keep paper-fill sample gates in force.
passed	live_trading_guardrail	1.00 / 1.00 gap 0.00	50	41	4 full / 27 partial missing 9	7.17	-946.32	2026-07-17	2% 32, 5% 6, 10% 0, vol 5	This readiness view is read-only and cannot authorize live trading.	Keep live trading disabled; this is research evidence only.

Top Symbol Evidence

Status	Symbol	Conservative Stop	Sessions	First Proxy Date	Latest Proxy Date	Low Return Bps	Trigger Sessions	Trigger Context	Evidence Read	Operator Action
intraday_stop_proxy_partial_depth	`FCN` rank 1, sip	Volatility-scaled stop	10 / 20 remaining 10	2026-07-01	2026-07-15	worst -385.47 avg -168.66, p05 -363.63	2% 3, 5% 0, 10% 0, vol 0	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_partial_depth	`ROL` rank 2, sip	Volatility-scaled stop	10 / 20 remaining 10	2026-07-01	2026-07-15	worst -946.32 avg -218.47, p05 -717.64	2% 4, 5% 1, 10% 0, vol 1	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_partial_depth	`ICE` rank 3, sip	Volatility-scaled stop	11 / 20 remaining 9	2026-07-01	2026-07-17	worst -259.22 avg -104.19, p05 -213.25	2% 1, 5% 0, 10% 0, vol 0	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_partial_depth	`G` rank 4, sip	Fixed stop	10 / 20 remaining 10	2026-07-01	2026-07-15	worst -356.79 avg -143.16, p05 -356.36	2% 3, 5% 0, 10% 0, vol 0	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_partial_depth	`DPZ` rank 5, sip	Volatility-scaled stop	7 / 20 remaining 13	2026-07-07	2026-07-15	worst -301.31 avg -115.58, p05 -284.44	2% 2, 5% 0, 10% 0, vol 0	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_thin	`YUMC` rank 7, sip	Volatility-scaled stop	2 / 20 remaining 18	2026-07-07	2026-07-10	worst -214.00 avg -133.04, p05 -205.91	2% 1, 5% 0, 10% 0, vol 0	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_partial_depth	`ULTA` rank 8, sip	Volatility-scaled stop	7 / 20 remaining 13	2026-07-07	2026-07-15	worst -258.80 avg -135.73, p05 -242.78	2% 2, 5% 0, 10% 0, vol 0	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_thin	`T` rank 9, sip	Volatility-scaled stop	1 / 20 remaining 19	2026-07-10	2026-07-10	worst 0.00 avg 0.00, p05 0.00	2% 0, 5% 0, 10% 0, vol 0	low_trigger_context_review	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_thin	`SPH` rank 11, sip	Volatility-scaled stop	2 / 20 remaining 18	2026-07-07	2026-07-10	worst -67.11 avg -33.56, p05 -63.76	2% 0, 5% 0, 10% 0, vol 0	low_trigger_context_review	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_thin	`ZUMZ` rank 12, sip	Volatility-scaled stop	1 / 20 remaining 19	2026-07-07	2026-07-07	worst -151.94 avg -151.94, p05 -151.94	2% 0, 5% 0, 10% 0, vol 0	low_trigger_context_review	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_partial_depth	`CIGI` rank 13, sip	Volatility-scaled stop	6 / 20 remaining 14	2026-07-08	2026-07-15	worst -337.69 avg -157.64, p05 -318.47	2% 3, 5% 0, 10% 0, vol 0	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_thin	`CECO` rank 14, sip	Volatility-scaled stop	2 / 20 remaining 18	2026-07-07	2026-07-10	worst -434.97 avg -275.31, p05 -419.01	2% 1, 5% 0, 10% 0, vol 0	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_partial_depth	`EXLS` rank 15, sip	Fixed stop	6 / 20 remaining 14	2026-07-01	2026-07-09	worst -424.37 avg -171.55, p05 -407.44	2% 2, 5% 0, 10% 0, vol 0	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_thin	`HAS` rank 16, sip	Volatility-scaled stop	2 / 20 remaining 18	2026-07-07	2026-07-10	worst -230.47 avg -131.35, p05 -220.56	2% 1, 5% 0, 10% 0, vol 0	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_thin	`LPLA` rank 18, sip	Volatility-scaled stop	1 / 20 remaining 19	2026-07-10	2026-07-10	worst -137.46 avg -137.46, p05 -137.46	2% 0, 5% 0, 10% 0, vol 0	low_trigger_context_review	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_thin	`JOUT` rank 19, sip	Volatility-scaled stop	2 / 20 remaining 18	2026-07-07	2026-07-10	worst -147.26 avg -99.27, p05 -142.46	2% 0, 5% 0, 10% 0, vol 0	low_trigger_context_review	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_thin	`JEF` rank 20, sip	Volatility-scaled stop	1 / 20 remaining 19	2026-07-10	2026-07-10	worst -214.57 avg -214.57, p05 -214.57	2% 1, 5% 0, 10% 0, vol 0	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_partial_depth	`EYE` rank 21, sip	Fixed stop	10 / 20 remaining 10	2026-07-01	2026-07-15	worst -259.67 avg -158.59, p05 -246.30	2% 3, 5% 0, 10% 0, vol 0	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_thin	`CME` rank 22, sip	Volatility-scaled stop	2 / 20 remaining 18	2026-07-07	2026-07-10	worst -195.17 avg -127.33, p05 -188.38	2% 0, 5% 0, 10% 0, vol 0	low_trigger_context_review	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_partial_depth	`NFG` rank 23, sip	Volatility-scaled stop	9 / 20 remaining 11	2026-07-01	2026-07-14	worst -294.74 avg -95.52, p05 -248.52	2% 1, 5% 0, 10% 0, vol 0	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_depth_ready	`EQT` rank 24, sip	Volatility-scaled stop	20 / 20 remaining 0	2026-06-16	2026-07-17	worst -338.26 avg -129.91, p05 -247.12	2% 3, 5% 0, 10% 0, vol 0	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use this local bar path as research context for stop-loss selector design; paper-fill and live gates still apply.
intraday_stop_proxy_partial_depth	`PEGA` rank 25, sip	Volatility-scaled stop	6 / 20 remaining 14	2026-07-01	2026-07-09	worst -506.27 avg -219.75, p05 -453.35	2% 3, 5% 1, 10% 0, vol 0	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_depth_ready	`MSFT` rank 26, sip	Volatility-scaled stop	20 / 20 remaining 0	2026-06-15	2026-07-14	worst -478.84 avg -207.24, p05 -435.17	2% 11, 5% 0, 10% 0, vol 0	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use this local bar path as research context for stop-loss selector design; paper-fill and live gates still apply.
intraday_stop_proxy_partial_depth	`LCII` rank 27, sip	Volatility-scaled stop	10 / 20 remaining 10	2026-07-01	2026-07-15	worst -591.63 avg -140.30, p05 -482.33	2% 2, 5% 1, 10% 0, vol 1	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.
intraday_stop_proxy_partial_depth	`DSGX` rank 28, sip	Volatility-scaled stop	12 / 20 remaining 8	2026-07-01	2026-07-17	worst -318.06 avg -183.56, p05 -312.19	2% 7, 5% 0, 10% 0, vol 0	observed_stop_trigger_context	Intraday path proxy uses local 1-minute bars to estimate drawdown and stop-trigger context; it is not broker fill evidence.	Use as review-only context until at least 20 recent intraday sessions are available for this symbol.

Alpaca Intraday Opportunity Readiness

This section comes from paper.alpaca_intraday_opportunity_readiness_operator_view. It summarizes local Alpaca SIP bar/trade/quote coverage for current paper opportunity candidates, including top-15/top-50 readiness, backfill gaps, and the paper-only intraday training guardrail. It does not submit orders or call providers.

Status	Gate	Observed / Required	Opportunity As-Of	Latest Market Date	Current Symbols	Top-15 Ready / Total	Top-50 Ready / Total	Coverage-Ready Symbols	Gate Read	Operator Action
partial	top_15_current_candidate_intraday_coverage	1.00 / 15.00 gap 14.00	2026-07-17	2026-07-17	2,299	1 / 15 backfill 14	5 / 50 backfill 45	50	Some current top-15 paper candidates have SIP intraday coverage, but backfill gaps remain.	Backfill SIP bars/trades/quotes for top-15 missing symbols before using intraday features for paper stop-loss training.
partial	top_50_watchlist_intraday_coverage	5.00 / 50.00 gap 45.00	2026-07-17	2026-07-17	2,299	1 / 15 backfill 14	5 / 50 backfill 45	50	Some current top-50 watchlist candidates have SIP intraday coverage, but gaps remain.	Prioritize top-15 first, then backfill remaining top-50 symbols within provider budget.
blocked	top_15_backfill_queue	14.00 / 0.00 gap 14.00	2026-07-17	2026-07-17	2,299	1 / 15 backfill 14	5 / 50 backfill 45	50	Top-15 SIP intraday backfill gaps are visible.	Run bounded Alpaca SIP market-data pulls for the listed top-15 symbols.
partial	paper_intraday_training_guardrail	0.00 / 2.00 gap 2.00	2026-07-17	2026-07-17	2,299	1 / 15 backfill 14	5 / 50 backfill 45	50	Paper intraday coverage breadth is not sufficient for broad stop-loss model training.	Keep intraday stop-loss training review-gated and continue bounded top-candidate backfills.

Alpaca Intraday Execution Proxy Readiness

This section comes from paper.alpaca_intraday_execution_proxy_readiness_operator_view. It joins the current top-50 paper opportunity candidates to the latest local Alpaca monitor snapshot, exposing spread, freshness, and recent quote/trade/bar depth. It is proxy liquidity context only; it does not submit orders, call providers, or satisfy paper-fill sample-depth requirements.

Status	Gate	Observed / Required	Top-15 Ready / Total	Top-50 Ready / Total	Wide-Spread	Median Score	Review Symbols	Latest Market Date	Monitor Completed	Gate Read	Operator Action
blocked	top_15_execution_proxy_coverage	0.00 / 15.00 gap 15.00	0 / 15	0 / 50	12	30.00	top-15: PTC, ASA, STNG, TNK, ARIS, IAG, CASH, FSM, B, CARE, DDI, FIS, AG, ELA, DMLP; wide-spread: ASA, STNG, TNK, DDI, ELA, SII, HQL, CYD, DAVE, LPG, TY, HCI	2026-07-17	2026-07-18 21:59:48.781762+00:00	No current top-15 candidates have ready execution proxy evidence.	Review top-15 wide-spread, stale, or thin-context symbols before execution-sensitive model training.
blocked	top_50_execution_proxy_coverage	0.00 / 50.00 gap 50.00	0 / 15	0 / 50	12	30.00	top-15: PTC, ASA, STNG, TNK, ARIS, IAG, CASH, FSM, B, CARE, DDI, FIS, AG, ELA, DMLP; wide-spread: ASA, STNG, TNK, DDI, ELA, SII, HQL, CYD, DAVE, LPG, TY, HCI	2026-07-17	2026-07-18 21:59:48.781762+00:00	No current top-50 candidates have ready execution proxy evidence.	Refresh or review local intraday evidence for non-ready top-50 candidates.
review	top_50_wide_spread_review	12.00 / 0.00 gap 12.00	0 / 15	0 / 50	12	30.00	top-15: PTC, ASA, STNG, TNK, ARIS, IAG, CASH, FSM, B, CARE, DDI, FIS, AG, ELA, DMLP; wide-spread: ASA, STNG, TNK, DDI, ELA, SII, HQL, CYD, DAVE, LPG, TY, HCI	2026-07-17	2026-07-18 21:59:48.781762+00:00	Some top-50 candidates exceed the wide-spread execution-review threshold.	Segment wide-spread symbols before stop sizing, slippage assumptions, or paper execution.
passed	top_50_thin_recent_context	0.00 / 0.00 gap 0.00	0 / 15	0 / 50	12	30.00	top-15: PTC, ASA, STNG, TNK, ARIS, IAG, CASH, FSM, B, CARE, DDI, FIS, AG, ELA, DMLP; wide-spread: ASA, STNG, TNK, DDI, ELA, SII, HQL, CYD, DAVE, LPG, TY, HCI	2026-07-17	2026-07-18 21:59:48.781762+00:00	All top-50 candidates have monitor depth above the proxy thresholds.	Keep the read-only monitor scheduled after local market-data refreshes.
blocked	execution_proxy_training_guardrail	2.00 / 5.00 gap 3.00	0 / 15	0 / 50	12	30.00	top-15: PTC, ASA, STNG, TNK, ARIS, IAG, CASH, FSM, B, CARE, DDI, FIS, AG, ELA, DMLP; wide-spread: ASA, STNG, TNK, DDI, ELA, SII, HQL, CYD, DAVE, LPG, TY, HCI	2026-07-17	2026-07-18 21:59:48.781762+00:00	Execution proxy guardrails are not fully clean; keep execution-sensitive model work in review.	Resolve wide-spread/thin-context symbols and continue collecting actual paper fills before slippage-sensitive training.

Alpaca Fill Slippage Readiness

This section comes from paper.alpaca_fill_slippage_readiness_operator_view. It compares reconciled Alpaca paper fills against local quote/trade context and keeps slippage-sensitive stop-loss training blocked until sample depth, quote/trade coverage, and wide-spread review gates clear.

Status	Gate	Observed / Required	Feature Rows	Candidate Samples	Required Samples	Quote Matches	Trade Matches	Wide-Spread Rows	Avg Adverse Bps	P95 Adverse Bps	Gate Read	Operator Action
blocked	paper_fill_sample_depth	2.00 / 100.00 gap 98.00	3	2	100	3	3	1	14.42	24.55	Some deduped paper fill slippage samples exist, but the sample depth is too thin for training.	Keep slippage evidence collection running after paper fills; do not train slippage-sensitive stop models yet.
passed	fill_quote_match_coverage	3.00 / 3.00 gap 0.00	3	2	100	3	3	1	14.42	24.55	Every deduped paper fill has nearby quote context.	Use matched quote context as paper evidence only; validate latency before live use.
passed	nearest_trade_match_coverage	3.00 / 3.00 gap 0.00	3	2	100	3	3	1	14.42	24.55	Every deduped paper fill has nearby trade-print context.	Use trade matches to audit fill realism against prints before modeling.
review	wide_spread_review	1.00 / 0.00 gap 1.00	3	2	100	3	3	1	14.42	24.55	Some deduped paper fill slippage rows occurred in wide-spread conditions.	Segment slippage by spread and liquidity before any stop-loss model uses these rows.
blocked	slippage_training_guardrail	2.00 / 4.00 gap 2.00	3	2	100	3	3	1	14.42	24.55	Slippage feature guardrails are not met; keep stop-loss selector training gated.	Accumulate more paper fills and quote/trade matches before using slippage features in training.

Research Feature Transform Audit

This section comes from research.ensemble_policy_feature_transform_operator_view. It shows where current research-stack challenger weights are using transformed feature signs, especially queue-supported inverted risk-filter features.

Policy	Feature	Transform	Weight	Status	Queue Evidence	Training Action	Operator Action
`research_h1_all_current_research_20260715T120554Z` h1 \| all_current_research	`energy_commodity_exposure_score__h1` stock_decision_visibility_models / other	inverted_risk_filter	0.2746	queue_supported_inverse_risk_transform	high hit 32.7%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260710T072148Z` h1 \| all_current_research	`energy_commodity_exposure_score__h1` stock_decision_visibility_models / other	inverted_risk_filter	0.2739	queue_supported_inverse_risk_transform	high hit 32.7%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260708T070025Z` h1 \| all_current_research	`energy_commodity_exposure_score__h1` stock_decision_visibility_models / other	inverted_risk_filter	0.2732	queue_supported_inverse_risk_transform	high hit 32.7%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260703T221428Z` h1 \| all_current_research	`energy_commodity_exposure_score__h1` stock_decision_visibility_models / other	inverted_risk_filter	0.2727	queue_supported_inverse_risk_transform	high hit 32.7%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260625T183020Z` h1 \| all_current_research	`sec_xbrl_reconciliation_signal__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.2634	queue_supported_inverse_risk_transform	high hit 19.7%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260703T063644Z` h1 \| all_current_research	`energy_commodity_exposure_score__h1` stock_decision_visibility_models / other	inverted_risk_filter	0.2531	queue_supported_inverse_risk_transform	high hit 32.7%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260701T100102Z` h1 \| all_current_research	`sec_xbrl_reconciliation_signal__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.2417	queue_supported_inverse_risk_transform	high hit 19.7%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260630T173135Z` h1 \| all_current_research	`sec_xbrl_reconciliation_signal__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.2417	queue_supported_inverse_risk_transform	high hit 19.7%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260702T122227Z` h1 \| all_current_research	`sec_xbrl_reconciliation_signal__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.2414	queue_supported_inverse_risk_transform	high hit 19.7%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260703T063644Z` h1 \| all_current_research	`sec_xbrl_reconciliation_signal__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.2076	queue_supported_inverse_risk_transform	high hit 19.7%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260703T221428Z` h1 \| all_current_research	`sec_xbrl_reconciliation_signal__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.2032	queue_supported_inverse_risk_transform	high hit 19.7%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260708T070025Z` h1 \| all_current_research	`sec_xbrl_reconciliation_signal__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.2017	queue_supported_inverse_risk_transform	high hit 19.7%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260715T120554Z` h1 \| all_current_research	`sec_xbrl_reconciliation_signal__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.2014	queue_supported_inverse_risk_transform	high hit 19.7%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260710T072148Z` h1 \| all_current_research	`sec_xbrl_reconciliation_signal__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.2011	queue_supported_inverse_risk_transform	high hit 19.7%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260625T183020Z` h1 \| all_current_research	`relationship_exposure_score__h1` market_relationship_graph / other	inverted_risk_filter	0.1419	queue_supported_inverse_risk_transform	high hit 39.3%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260708T070025Z` h1 \| all_current_research	`relationship_exposure_score__h1` market_relationship_graph / other	inverted_risk_filter	0.0991	queue_supported_inverse_risk_transform	high hit 39.3%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260625T183020Z` h1 \| all_current_research	`identity_corporate_structure_risk__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.0969	queue_supported_inverse_risk_transform	high hit 37.5%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260703T221428Z` h1 \| all_current_research	`relationship_exposure_score__h1` market_relationship_graph / other	inverted_risk_filter	0.0916	queue_supported_inverse_risk_transform	high hit 39.3%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260703T063644Z` h1 \| all_current_research	`relationship_exposure_score__h1` market_relationship_graph / other	inverted_risk_filter	0.0905	queue_supported_inverse_risk_transform	high hit 39.3%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260710T072148Z` h1 \| all_current_research	`relationship_exposure_score__h1` market_relationship_graph / other	inverted_risk_filter	0.0883	queue_supported_inverse_risk_transform	high hit 39.3%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260715T120554Z` h1 \| all_current_research	`relationship_exposure_score__h1` market_relationship_graph / other	inverted_risk_filter	0.0862	queue_supported_inverse_risk_transform	high hit 39.3%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260702T122227Z` h1 \| all_current_research	`identity_corporate_structure_risk__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.0754	queue_supported_inverse_risk_transform	high hit 37.5%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260701T100102Z` h1 \| all_current_research	`identity_corporate_structure_risk__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.0753	queue_supported_inverse_risk_transform	high hit 37.5%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260630T173135Z` h1 \| all_current_research	`identity_corporate_structure_risk__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.0753	queue_supported_inverse_risk_transform	high hit 37.5%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260702T122227Z` h1 \| all_current_research	`relationship_exposure_score__h1` market_relationship_graph / other	inverted_risk_filter	0.0667	queue_supported_inverse_risk_transform	high hit 39.3%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260701T100102Z` h1 \| all_current_research	`relationship_exposure_score__h1` market_relationship_graph / other	inverted_risk_filter	0.0590	queue_supported_inverse_risk_transform	high hit 39.3%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260630T173135Z` h1 \| all_current_research	`relationship_exposure_score__h1` market_relationship_graph / other	inverted_risk_filter	0.0590	queue_supported_inverse_risk_transform	high hit 39.3%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260715T120554Z` h1 \| all_current_research	`identity_corporate_structure_risk__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.0534	queue_supported_inverse_risk_transform	high hit 37.5%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260710T072148Z` h1 \| all_current_research	`identity_corporate_structure_risk__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.0529	queue_supported_inverse_risk_transform	high hit 37.5%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260703T063644Z` h1 \| all_current_research	`identity_corporate_structure_risk__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.0509	queue_supported_inverse_risk_transform	high hit 37.5%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260703T221428Z` h1 \| all_current_research	`identity_corporate_structure_risk__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.0493	queue_supported_inverse_risk_transform	high hit 37.5%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260708T070025Z` h1 \| all_current_research	`identity_corporate_structure_risk__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.0479	queue_supported_inverse_risk_transform	high hit 37.5%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260718T213525Z` h1 \| all_current_research	`sec_xbrl_reconciliation_signal__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.0362	queue_supported_inverse_risk_transform	high hit 19.7%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260718T213525Z` h1 \| all_current_research	`energy_commodity_exposure_score__h1` stock_decision_visibility_models / other	inverted_risk_filter	0.0344	queue_supported_inverse_risk_transform	high hit 32.7%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260709T070724Z` h1 \| all_current_research	`sec_xbrl_reconciliation_signal__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.0333	queue_supported_inverse_risk_transform	high hit 19.7%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260718T213525Z` h1 \| all_current_research	`identity_corporate_structure_risk__h1` stock_decision_visibility_models / risk	inverted_risk_filter	0.0324	queue_supported_inverse_risk_transform	high hit 37.5%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260718T213525Z` h1 \| all_current_research	`macro_regime_pressure_score__h1` stock_decision_visibility_models / other	inverted_risk_filter	0.0314	queue_supported_inverse_risk_transform	high hit 39.6%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260718T213525Z` h1 \| all_current_research	`relationship_exposure_score__h1` market_relationship_graph / other	inverted_risk_filter	0.0313	queue_supported_inverse_risk_transform	high hit 39.3%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260709T070724Z` h1 \| all_current_research	`energy_commodity_exposure_score__h1` stock_decision_visibility_models / other	inverted_risk_filter	0.0310	queue_supported_inverse_risk_transform	high hit 32.7%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.
`research_h1_all_current_research_20260709T070724Z` h1 \| all_current_research	`relationship_exposure_score__h1` market_relationship_graph / other	inverted_risk_filter	0.0306	queue_supported_inverse_risk_transform	high hit 39.3%	test_inverted_sign_and_risk_filter needs_inverse_or_risk_orientation_audit	Review as a risk-filter feature: the trained positive weight is applied to the inverted component score and is supported by the model-development queue.

Research Queue Weight Audit

This section comes from research.ensemble_policy_component_queue_weight_operator_view. It connects model-development queue candidates to the latest research-stack challenger weights so direct, inverse/risk, and stack-ablation inputs can be reviewed before any promotion decision.

Queue Rank	Component	Latest Policy	Queue Action	Evaluated	Hit Rate	Policy Weight	Transform / Rank	Weight Status	Gate / Review	Operator Action
1	`relationship_exposure_score` Relationship Exposure Score feature `relationship_exposure_score__h1`	`research_h1_all_current_research_20260718T213525Z` h1 \| all_current_research	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	165,653	39.3%	0.0313	inverted_risk_filter rank 11	inverse_risk_candidate_weighted_as_transform	needs_inverse_or_risk_orientation_audit standard_feature_review	Inverse/risk queue candidate is weighted through an inverted-risk transform; inspect sign, source semantics, and risk-filter behavior.
2	`macro_regime_pressure_score` Macro Regime Pressure Score feature `macro_regime_pressure_score__h1`	`research_h1_all_current_research_20260718T213525Z` h1 \| all_current_research	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	98,085	39.6%	0.0314	inverted_risk_filter rank 8	inverse_risk_candidate_weighted_as_transform	needs_inverse_or_risk_orientation_audit standard_feature_review	Inverse/risk queue candidate is weighted through an inverted-risk transform; inspect sign, source semantics, and risk-filter behavior.
3	`sec_xbrl_reconciliation_signal` SEC XBRL Reconciliation Signal feature `sec_xbrl_reconciliation_signal__h1`	`research_h1_all_current_research_20260718T213525Z` h1 \| all_current_research	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	32,047	19.7%	0.0362	inverted_risk_filter rank 3	inverse_risk_candidate_weighted_as_transform	needs_inverse_or_risk_orientation_audit high_source_semantics_review	Inverse/risk queue candidate is weighted through an inverted-risk transform; inspect sign, source semantics, and risk-filter behavior.
4	`energy_commodity_exposure_score` Energy And Commodity Exposure Score feature `energy_commodity_exposure_score__h1`	`research_h1_all_current_research_20260718T213525Z` h1 \| all_current_research	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	25,495	32.7%	0.0344	inverted_risk_filter rank 4	inverse_risk_candidate_weighted_as_transform	needs_inverse_or_risk_orientation_audit standard_feature_review	Inverse/risk queue candidate is weighted through an inverted-risk transform; inspect sign, source semantics, and risk-filter behavior.
5	`identity_corporate_structure_risk` Identity And Corporate Structure Risk feature `identity_corporate_structure_risk__h1`	`research_h1_all_current_research_20260718T213525Z` h1 \| all_current_research	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	32,754	37.5%	0.0324	inverted_risk_filter rank 6	inverse_risk_candidate_weighted_as_transform	needs_inverse_or_risk_orientation_audit high_source_semantics_review	Inverse/risk queue candidate is weighted through an inverted-risk transform; inspect sign, source semantics, and risk-filter behavior.
6	`forward_estimate_value_score` Forward Estimate Value Score feature `forward_estimate_value_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	8,039	7.1%	0.0856	inverted_risk_filter rank 3	inverse_risk_candidate_weighted_as_transform	needs_inverse_or_risk_orientation_audit standard_feature_review	Inverse/risk queue candidate is weighted through an inverted-risk transform; inspect sign, source semantics, and risk-filter behavior.
7	`energy_commodity_exposure_score` Energy And Commodity Exposure Score feature `energy_commodity_exposure_score__h5`	`research_h5_all_current_research_20260719T015132Z` h5 \| all_current_research	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	21,786	37.6%	0.2748	inverted_risk_filter rank 1	inverse_risk_candidate_weighted_as_transform	needs_inverse_or_risk_orientation_audit standard_feature_review	Inverse/risk queue candidate is weighted through an inverted-risk transform; inspect sign, source semantics, and risk-filter behavior.
8	`census_activity_pressure_score` Census Activity Pressure Score feature `n/a`	`no latest policy` h1 \| n/a	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	15,307	34.7%	0.0000	n/a rank	no_latest_policy_for_queue_horizon	needs_inverse_or_risk_orientation_audit standard_feature_review	No latest research-stack challenger exists for this queued horizon/scope yet.
9	`relationship_exposure_score` Relationship Exposure Score feature `n/a`	`no latest policy` h21 \| n/a	train_direct_challenger direct_positive_alpha_candidate	25,855	58.1%	0.0000	n/a rank	no_latest_policy_for_queue_horizon	ready_for_direct_challenger_training standard_feature_review	No latest research-stack challenger exists for this queued horizon/scope yet.
10	`historical_price_factor_alpha` Historical Price Factor Alpha feature `historical_price_factor_alpha__h5`	`research_h5_all_current_research_20260719T015132Z` h5 \| all_current_research	train_direct_challenger direct_positive_alpha_candidate	26,039	55.5%	0.0226	raw rank 6	direct_candidate_weighted	ready_for_direct_challenger_training standard_model_validation_review	Direct queue candidate has positive latest-challenger weight; review validation lift and overlap before promotion.
11	`analyst_forecaster_alpha` Analyst And Forecaster Alpha feature `analyst_forecaster_alpha__h5`	`research_h5_all_current_research_20260719T015132Z` h5 \| all_current_research	train_direct_challenger direct_positive_alpha_candidate	16,341	57.7%	0.1901	raw rank 3	direct_candidate_weighted	ready_for_direct_challenger_training high_source_semantics_review	Direct queue candidate has positive latest-challenger weight; review validation lift and overlap before promotion.
12	`analyst_forecaster_alpha` Analyst And Forecaster Alpha feature `analyst_forecaster_alpha__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	train_direct_challenger direct_positive_alpha_candidate	6,318	66.4%	0.0000	raw rank 16	direct_candidate_not_weighted	ready_for_direct_challenger_training high_source_semantics_review	Direct queue candidate is present but effectively unweighted; keep it review-only until validation evidence improves.
13	`dividend_income_value_score` Dividend Income Value Score feature `dividend_income_value_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	6,948	36.4%	0.0000	inverted_risk_filter rank 21	inverse_risk_candidate_weighted_as_transform	needs_inverse_or_risk_orientation_audit standard_feature_review	Inverse/risk queue candidate is weighted through an inverted-risk transform; inspect sign, source semantics, and risk-filter behavior.
14	`piotroski_financial_strength_score` Piotroski Financial Strength Score feature `piotroski_financial_strength_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	train_direct_challenger direct_positive_alpha_candidate	8,039	61.4%	0.0057	raw rank 14	direct_candidate_weighted	ready_for_direct_challenger_training standard_feature_review	Direct queue candidate has positive latest-challenger weight; review validation lift and overlap before promotion.
15	`beneish_accounting_quality_score` Beneish Accounting Quality Score feature `beneish_accounting_quality_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	train_direct_challenger direct_positive_alpha_candidate	8,039	59.3%	0.0856	raw rank 4	direct_candidate_weighted	ready_for_direct_challenger_training high_source_semantics_review	Direct queue candidate has positive latest-challenger weight; review validation lift and overlap before promotion.
16	`historical_price_factor_alpha` Historical Price Factor Alpha feature `n/a`	`no latest policy` h21 \| n/a	train_direct_challenger direct_positive_alpha_candidate	4,832	65.2%	0.0000	n/a rank	no_latest_policy_for_queue_horizon	ready_for_direct_challenger_training standard_model_validation_review	No latest research-stack challenger exists for this queued horizon/scope yet.
17	`relative_multiples_value_score` Relative Multiples Value Score feature `relative_multiples_value_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	train_direct_challenger direct_positive_alpha_candidate	8,039	56.7%	0.0589	raw rank 6	direct_candidate_weighted	ready_for_direct_challenger_training standard_feature_review	Direct queue candidate has positive latest-challenger weight; review validation lift and overlap before promotion.
18	`sector_specific_value_score` Sector Specific Value Score feature `sector_specific_value_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	train_direct_challenger direct_positive_alpha_candidate	8,039	56.2%	0.2039	raw rank 2	direct_candidate_weighted	ready_for_direct_challenger_training standard_feature_review	Direct queue candidate has positive latest-challenger weight; review validation lift and overlap before promotion.
19	`cash_flow_yield_value_score` Cash Flow Yield Value Score feature `cash_flow_yield_value_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	train_direct_challenger direct_positive_alpha_candidate	6,946	55.1%	0.0175	raw rank 13	direct_candidate_weighted	ready_for_direct_challenger_training standard_feature_review	Direct queue candidate has positive latest-challenger weight; review validation lift and overlap before promotion.
20	`sec_notes_concentration_supply_risk` SEC Notes Concentration And Supply Risk feature `sec_notes_concentration_supply_risk__h21`	`research_h21_all_current_research_20260719T015332Z` h21 \| all_current_research	train_direct_challenger direct_positive_alpha_candidate	6,595	55.1%	0.0000	raw rank 4	direct_candidate_not_weighted	ready_for_direct_challenger_training high_source_semantics_review	Direct queue candidate is present but effectively unweighted; keep it review-only until validation evidence improves.
21	`sec_notes_accounting_quality_risk` SEC Notes Accounting Quality Risk feature `sec_notes_accounting_quality_risk__h21`	`research_h21_all_current_research_20260719T015332Z` h21 \| all_current_research	train_direct_challenger direct_positive_alpha_candidate	5,524	55.5%	0.0251	raw rank 3	direct_candidate_weighted	ready_for_direct_challenger_training high_source_semantics_review	Direct queue candidate has positive latest-challenger weight; review validation lift and overlap before promotion.
22	`relationship_exposure_score` Relationship Exposure Score feature `relationship_exposure_score__h5`	`research_h5_all_current_research_20260719T015132Z` h5 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	145,905	46.3%	0.0000	raw rank 13	stack_ablation_candidate_not_weighted	ready_for_stack_ablation standard_feature_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
23	`macro_regime_pressure_score` Macro Regime Pressure Score feature `macro_regime_pressure_score__h5`	`research_h5_all_current_research_20260719T015132Z` h5 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	81,018	46.9%	0.0000	raw rank 12	stack_ablation_candidate_not_weighted	ready_for_stack_ablation standard_feature_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
24	`relationship_exposure_score` Relationship Exposure Score feature `relationship_exposure_score__h10`	`research_h10_all_current_research_20260719T015215Z` h10 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	63,262	52.3%	0.3318	raw rank 3	stack_ablation_candidate_weighted	ready_for_stack_ablation standard_feature_review	Stack-ablation queue candidate has positive latest-challenger weight; review incremental lift, feature overlap, leakage, sector stability, and drawdown before promotion.
25	`analyst_forecaster_alpha` Analyst And Forecaster Alpha feature `analyst_forecaster_alpha__h1`	`research_h1_all_current_research_20260718T213525Z` h1 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	17,096	53.6%	0.0300	raw rank 15	stack_ablation_candidate_weighted	ready_for_stack_ablation high_source_semantics_review	Stack-ablation queue candidate has positive latest-challenger weight; review incremental lift, feature overlap, leakage, sector stability, and drawdown before promotion.
26	`historical_price_factor_alpha` Historical Price Factor Alpha feature `historical_price_factor_alpha__h1`	`research_h1_all_current_research_20260718T213525Z` h1 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	32,447	51.7%	0.0295	raw rank 21	stack_ablation_candidate_weighted	ready_for_stack_ablation standard_model_validation_review	Stack-ablation queue candidate has positive latest-challenger weight; review incremental lift, feature overlap, leakage, sector stability, and drawdown before promotion.
27	`sec_notes_segment_complexity_signal` SEC Notes Segment Complexity Signal feature `sec_notes_segment_complexity_signal__h21`	`research_h21_all_current_research_20260719T015332Z` h21 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	8,387	54.8%	0.8165	raw rank 1	stack_ablation_candidate_weighted	ready_for_stack_ablation high_source_semantics_review	Stack-ablation queue candidate has positive latest-challenger weight; review incremental lift, feature overlap, leakage, sector stability, and drawdown before promotion.
28	`macro_regime_pressure_score` Macro Regime Pressure Score feature `macro_regime_pressure_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	7,955	45.5%	0.2406	raw rank 1	stack_ablation_candidate_weighted	ready_for_stack_ablation standard_feature_review	Stack-ablation queue candidate has positive latest-challenger weight; review incremental lift, feature overlap, leakage, sector stability, and drawdown before promotion.
29	`bea_supply_chain_pressure_score` BEA Supply Chain Pressure Score feature `n/a`	`no latest policy` h20 \| n/a	run_constrained_stack_ablation incremental_stack_validation_candidate	7,010	45.2%	0.0000	n/a rank	no_latest_policy_for_queue_horizon	ready_for_stack_ablation standard_feature_review	No latest research-stack challenger exists for this queued horizon/scope yet.
30	`factor_tilt_value_quality_score` Factor Tilt Value Quality Score feature `factor_tilt_value_quality_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	6,946	54.8%	0.0000	raw rank 23	stack_ablation_candidate_not_weighted	ready_for_stack_ablation standard_feature_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
31	`sec_notes_legal_contingency_risk` SEC Notes Legal And Contingency Risk feature `sec_notes_legal_contingency_risk__h21`	`research_h21_all_current_research_20260719T015332Z` h21 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	7,168	54.5%	0.0000	raw rank 7	stack_ablation_candidate_not_weighted	ready_for_stack_ablation high_source_semantics_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
32	`sec_notes_debt_liquidity_risk` SEC Notes Debt And Liquidity Risk feature `sec_notes_debt_liquidity_risk__h21`	`research_h21_all_current_research_20260719T015332Z` h21 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	7,026	54.6%	0.0000	raw rank 5	stack_ablation_candidate_not_weighted	ready_for_stack_ablation high_source_semantics_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
33	`sec_notes_dilution_instrument_risk` SEC Notes Dilution Instrument Risk feature `sec_notes_dilution_instrument_risk__h21`	`research_h21_all_current_research_20260719T015332Z` h21 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	6,813	54.7%	0.0000	raw rank 6	stack_ablation_candidate_not_weighted	ready_for_stack_ablation high_source_semantics_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
34	`quality_compounder_value_score` Quality Compounder Value Score feature `quality_compounder_value_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	6,946	53.8%	0.0000	raw rank 30	stack_ablation_candidate_not_weighted	ready_for_stack_ablation standard_feature_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
35	`sec_notes_related_party_risk` SEC Notes Related Party Risk feature `sec_notes_related_party_risk__h21`	`research_h21_all_current_research_20260719T015332Z` h21 \| all_current_research	train_direct_challenger direct_positive_alpha_candidate	4,733	55.6%	0.1583	raw rank 2	direct_candidate_weighted	ready_for_direct_challenger_training high_source_semantics_review	Direct queue candidate has positive latest-challenger weight; review validation lift and overlap before promotion.
36	`residual_income_value_score` Residual Income Value Score feature `residual_income_value_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	6,946	53.8%	0.0000	raw rank 31	stack_ablation_candidate_not_weighted	ready_for_stack_ablation standard_feature_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
37	`shareholder_yield_value_score` Shareholder Yield Value Score feature `shareholder_yield_value_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	6,946	53.3%	0.0000	raw rank 37	stack_ablation_candidate_not_weighted	ready_for_stack_ablation standard_feature_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
38	`census_activity_pressure_score` Census Activity Pressure Score feature `n/a`	`no latest policy` h5 \| n/a	run_constrained_stack_ablation incremental_stack_validation_candidate	11,873	48.1%	0.0000	n/a rank	no_latest_policy_for_queue_horizon	ready_for_stack_ablation standard_feature_review	No latest research-stack challenger exists for this queued horizon/scope yet.
39	`relationship_exposure_score` Relationship Exposure Score feature `relationship_exposure_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	10,178	47.8%	0.0309	raw rank 10	stack_ablation_candidate_weighted	ready_for_stack_ablation standard_feature_review	Stack-ablation queue candidate has positive latest-challenger weight; review incremental lift, feature overlap, leakage, sector stability, and drawdown before promotion.
40	`factor_adjusted_residual_momentum` Factor Adjusted Residual Momentum feature `n/a`	`no latest policy` h21 \| n/a	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	3,716	44.2%	0.0000	n/a rank	no_latest_policy_for_queue_horizon	needs_inverse_or_risk_orientation_audit standard_feature_review	No latest research-stack challenger exists for this queued horizon/scope yet.
41	`magic_formula_value_score` Magic Formula Value Score feature `magic_formula_value_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	6,946	52.5%	0.0000	raw rank 26	stack_ablation_candidate_not_weighted	ready_for_stack_ablation standard_feature_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
42	`value_momentum_confirmation_score` Value Momentum Confirmation Score feature `value_momentum_confirmation_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	6,946	52.2%	0.0000	raw rank 38	stack_ablation_candidate_not_weighted	ready_for_stack_ablation standard_feature_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
43	`historical_fundamental_factor_alpha` Historical Fundamental Factor Alpha feature `historical_fundamental_factor_alpha__h5`	`research_h5_all_current_research_20260719T015132Z` h5 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	6,249	52.4%	0.0000	raw rank 11	stack_ablation_candidate_not_weighted	ready_for_stack_ablation standard_feature_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
44	`growth_at_reasonable_price_score` Growth At Reasonable Price Score feature `growth_at_reasonable_price_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	6,946	51.8%	0.0000	raw rank 25	stack_ablation_candidate_not_weighted	ready_for_stack_ablation standard_feature_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
45	`historical_dividend_policy_alpha` Historical Dividend Policy Alpha feature `historical_dividend_policy_alpha__h5`	`research_h5_all_current_research_20260719T015132Z` h5 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	6,169	52.0%	0.0000	raw rank 9	stack_ablation_candidate_not_weighted	ready_for_stack_ablation standard_feature_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
46	`energy_commodity_exposure_score` Energy And Commodity Exposure Score feature `n/a`	`no latest policy` h20 \| n/a	test_inverted_sign_and_risk_filter inverse_or_risk_filter_candidate	1,832	43.6%	0.0000	n/a rank	no_latest_policy_for_queue_horizon	needs_inverse_or_risk_orientation_audit standard_feature_review	No latest research-stack challenger exists for this queued horizon/scope yet.
47	`sec_notes_accounting_quality_risk` SEC Notes Accounting Quality Risk feature `n/a`	`no latest policy` h63 \| n/a	run_constrained_stack_ablation incremental_stack_validation_candidate	3,008	47.2%	0.0000	n/a rank	no_latest_policy_for_queue_horizon	ready_for_stack_ablation high_source_semantics_review	No latest research-stack challenger exists for this queued horizon/scope yet.
48	`altman_solvency_strength_score` Altman Solvency Strength Score feature `altman_solvency_strength_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	6,946	48.8%	0.0000	raw rank 15	stack_ablation_candidate_not_weighted	ready_for_stack_ablation high_source_semantics_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
49	`sec_notes_legal_contingency_risk` SEC Notes Legal And Contingency Risk feature `n/a`	`no latest policy` h63 \| n/a	run_constrained_stack_ablation incremental_stack_validation_candidate	3,448	47.7%	0.0000	n/a rank	no_latest_policy_for_queue_horizon	ready_for_stack_ablation high_source_semantics_review	No latest research-stack challenger exists for this queued horizon/scope yet.
50	`sec_notes_debt_liquidity_risk` SEC Notes Debt And Liquidity Risk feature `n/a`	`no latest policy` h63 \| n/a	run_constrained_stack_ablation incremental_stack_validation_candidate	3,391	47.6%	0.0000	n/a rank	no_latest_policy_for_queue_horizon	ready_for_stack_ablation high_source_semantics_review	No latest research-stack challenger exists for this queued horizon/scope yet.
51	`sec_notes_dilution_instrument_risk` SEC Notes Dilution Instrument Risk feature `n/a`	`no latest policy` h63 \| n/a	run_constrained_stack_ablation incremental_stack_validation_candidate	3,290	47.7%	0.0000	n/a rank	no_latest_policy_for_queue_horizon	ready_for_stack_ablation high_source_semantics_review	No latest research-stack challenger exists for this queued horizon/scope yet.
52	`asset_backed_value_score` Asset Backed Value Score feature `asset_backed_value_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	6,946	51.1%	0.0000	raw rank 17	stack_ablation_candidate_not_weighted	ready_for_stack_ablation standard_feature_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
53	`sec_notes_concentration_supply_risk` SEC Notes Concentration And Supply Risk feature `n/a`	`no latest policy` h63 \| n/a	run_constrained_stack_ablation incremental_stack_validation_candidate	3,239	47.7%	0.0000	n/a rank	no_latest_policy_for_queue_horizon	ready_for_stack_ablation high_source_semantics_review	No latest research-stack challenger exists for this queued horizon/scope yet.
54	`capital_efficiency_value_score` Capital Efficiency Value Score feature `capital_efficiency_value_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	6,946	51.0%	0.0000	raw rank 19	stack_ablation_candidate_not_weighted	ready_for_stack_ablation standard_feature_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
55	`sec_notes_segment_complexity_signal` SEC Notes Segment Complexity Signal feature `n/a`	`no latest policy` h63 \| n/a	run_constrained_stack_ablation incremental_stack_validation_candidate	3,308	47.8%	0.0000	n/a rank	no_latest_policy_for_queue_horizon	ready_for_stack_ablation high_source_semantics_review	No latest research-stack challenger exists for this queued horizon/scope yet.
56	`historical_earnings_surprise_alpha` Historical Earnings Surprise Alpha feature `historical_earnings_surprise_alpha__h5`	`research_h5_all_current_research_20260719T015132Z` h5 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	6,263	48.9%	0.0000	raw rank 10	stack_ablation_candidate_not_weighted	ready_for_stack_ablation high_source_semantics_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
57	`peer_relative_value_score` Peer Relative Value Score feature `peer_relative_value_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	6,946	49.6%	0.0000	raw rank 29	stack_ablation_candidate_not_weighted	ready_for_stack_ablation standard_feature_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
58	`net_cash_optionality_value_score` Net Cash Optionality Value Score feature `net_cash_optionality_value_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	6,946	50.4%	0.0776	raw rank 5	stack_ablation_candidate_weighted	ready_for_stack_ablation standard_feature_review	Stack-ablation queue candidate has positive latest-challenger weight; review incremental lift, feature overlap, leakage, sector stability, and drawdown before promotion.
59	`distress_adjusted_value_score` Distress Adjusted Value Score feature `distress_adjusted_value_score__h20`	`research_h20_all_current_research_20260718T213759Z` h20 \| all_current_research	run_constrained_stack_ablation incremental_stack_validation_candidate	6,946	50.3%	0.0000	raw rank 20	stack_ablation_candidate_not_weighted	ready_for_stack_ablation high_source_semantics_review	Stack-ablation queue candidate is present but effectively unweighted in the latest challenger; keep review-only and collect more evidence or test a narrower ablation.
60	`sec_notes_related_party_risk` SEC Notes Related Party Risk feature `n/a`	`no latest policy` h63 \| n/a	run_constrained_stack_ablation incremental_stack_validation_candidate	2,397	49.1%	0.0000	n/a rank	no_latest_policy_for_queue_horizon	ready_for_stack_ablation high_source_semantics_review	No latest research-stack challenger exists for this queued horizon/scope yet.

Research Training Preflight

This derived read-only section rolls the queue-weight audit into horizon/action groups so the next research-only training pass can be chosen deliberately. It does not launch training, submit orders, write model artifacts, or authorize production promotion.

Horizon	Queue Action	Preflight Status	Queued	Tested	Weighted	Not Weighted	Missing Policy	Transforms	Max Evaluated Rows	Row Gap	Max Dates	Best Rel. Improvement	Latest Policy	Examples	Operator Action
21	test_inverted_sign_and_risk_filter	waiting_for_training_row_depth	1	0	0	0	1	0	3,716	1,284	0		no latest policy	factor_adjusted_residual_momentum h21	Do not train h21 yet; the strongest queued component has 3,716 evaluated rows and needs 1,284 more rows to clear the research trainer minimum.
63	run_constrained_stack_ablation	waiting_for_training_row_depth	7	0	0	0	7	0	3,448	1,552	0		no latest policy	sec_notes_accounting_quality_risk h63, sec_notes_legal_contingency_risk h63, sec_notes_debt_liquidity_risk h63, sec_notes_dilution_instrument_risk h63	Do not train h63 yet; the strongest queued component has 3,448 evaluated rows and needs 1,552 more rows to clear the research trainer minimum.
1	test_inverted_sign_and_risk_filter	partial_policy_gap	6	5	5	0	1	5	165,653	0	28	0.0071	`research_h1_all_current_research_20260718T213525Z`	relationship_exposure_score h1, macro_regime_pressure_score h1, sec_xbrl_reconciliation_signal h1, energy_commodity_exposure_score h1	Refresh the missing horizon/scope before comparing these queue rows to latest policy weights.
5	run_constrained_stack_ablation	mixed_weight_review	7	6	1	5	1	0	145,905	0	31	-0.0010	`research_h5_all_current_research_20260719T015132Z`	relationship_exposure_score h5, macro_regime_pressure_score h5, census_activity_pressure_score h5, historical_fundamental_factor_alpha h5	Treat weighted rows as useful research evidence and unweighted rows as ablation/no-lift evidence until more outcomes arrive.
20	run_constrained_stack_ablation	mixed_weight_review	16	15	3	12	1	0	10,178	0	10		`research_h20_all_current_research_20260718T213759Z`	macro_regime_pressure_score h20, bea_supply_chain_pressure_score h20, factor_tilt_value_quality_score h20, quality_compounder_value_score h20	Treat weighted rows as useful research evidence and unweighted rows as ablation/no-lift evidence until more outcomes arrive.
20	test_inverted_sign_and_risk_filter	partial_policy_gap	3	2	1	0	1	2	8,039	0	10		`research_h20_all_current_research_20260718T213759Z`	forward_estimate_value_score h20, dividend_income_value_score h20, energy_commodity_exposure_score h20	Refresh the missing horizon/scope before comparing these queue rows to latest policy weights.
20	train_direct_challenger	mixed_weight_review	6	6	5	1	0	0	8,039	0	10		`research_h20_all_current_research_20260718T213759Z`	analyst_forecaster_alpha h20, piotroski_financial_strength_score h20, beneish_accounting_quality_score h20, relative_multiples_value_score h20	Treat weighted rows as useful research evidence and unweighted rows as ablation/no-lift evidence until more outcomes arrive.
21	run_constrained_stack_ablation	mixed_weight_review	4	4	1	3	0	0	8,387	0	71		`research_h21_all_current_research_20260719T015332Z`	sec_notes_segment_complexity_signal h21, sec_notes_legal_contingency_risk h21, sec_notes_debt_liquidity_risk h21, sec_notes_dilution_instrument_risk h21	Treat weighted rows as useful research evidence and unweighted rows as ablation/no-lift evidence until more outcomes arrive.
21	train_direct_challenger	mixed_weight_review	5	3	2	1	2	0	25,855	0	71		`research_h21_all_current_research_20260719T015332Z`	relationship_exposure_score h21, historical_price_factor_alpha h21, sec_notes_concentration_supply_risk h21, sec_notes_accounting_quality_risk h21	Treat weighted rows as useful research evidence and unweighted rows as ablation/no-lift evidence until more outcomes arrive.
1	run_constrained_stack_ablation	represented_by_latest_policy	2	2	2	0	0	0	32,447	0	28	0.0071	`research_h1_all_current_research_20260718T213525Z`	analyst_forecaster_alpha h1, historical_price_factor_alpha h1	Review leakage, sector stability, drawdown, feature overlap, and promotion gates; do not promote automatically.
5	test_inverted_sign_and_risk_filter	represented_by_latest_policy	1	1	1	0	0	1	21,786	0	31	-0.0010	`research_h5_all_current_research_20260719T015132Z`	energy_commodity_exposure_score h5	Review leakage, sector stability, drawdown, feature overlap, and promotion gates; do not promote automatically.
5	train_direct_challenger	represented_by_latest_policy	2	2	2	0	0	0	26,039	0	31	-0.0010	`research_h5_all_current_research_20260719T015132Z`	historical_price_factor_alpha h5, analyst_forecaster_alpha h5	Review leakage, sector stability, drawdown, feature overlap, and promotion gates; do not promote automatically.
10	run_constrained_stack_ablation	represented_by_latest_policy	1	1	1	0	0	0	63,262	0	15	-0.0451	`research_h10_all_current_research_20260719T015215Z`	relationship_exposure_score h10	Review leakage, sector stability, drawdown, feature overlap, and promotion gates; do not promote automatically.

Review Checklist

Confirm all validation windows are time ordered and point-in-time safe.
Check for feature overlap or double-counting against champion weighted components.
Review sector, industry, market-cap, and liquidity stability before broad promotion.
Compare drawdown, turnover, and paper-strategy behavior, not only average error or hit rate.
Confirm enough distinct dates exist for the target horizon and that outcomes matured after the signal date.
Document any promotion decision in the model card and keep rejected candidates visible for later training.

Readiness Detail

Model Area	Application	Candidate	Horizon	Ready	Readiness	Dates	Min	Rows	Validation	Improvement	Blocker	Operator Action	Metadata
historical_alpha_model_lab	historical_alpha_model_lab	`historical_alpha_model_lab_20260718T173229Z:historical_dividend_policy_alpha:h5`	5	not ready	awaiting_incremental_stack_outcomes	4,268	252	47,051	0.0008	0.0014	minimum_incremental_stack_outcome_dates_not_met	Accumulate at least 20 matured point-in-time shadow dates before constrained incremental stack validation.	metadata { "component_key": "historical_dividend_policy_alpha", "component_metrics": { "component_key": "historical_dividend_policy_alpha", "distinct_dates": 4268, "feature_columns": [ "event_dividend_yield", "reported_dividend_yield", "trailing_12m_dividend_yield", "dividend_growth_prev", "dividend_growth_year", "dividend_events_12m", "dividend_years_5y", "cut_flag", "increase_flag", "log_dividend_amount" ], "sample_rows": 227724, "status": "trained", "symbol_count": 3935 }, "horizon_metrics": { "calibration_scale": 1.0795509275223367, "feature_scaling": "train_only_median_iqr_with_clipping", "historical_validation_checks": { "test_daily_information_coefficient_positive": true, "test_daily_spread_hit_rate": true, "test_daily_spread_positive": true, "test_mse_improvement_positive": true, "untouched_test_rows_sufficient": true, "validation_daily_spread_hit_rate": true, "validation_daily_spread_positive": true, "validation_mse_improvement_positive": true }, "model_target_column": "model_target_return_5", "prediction_calibration": "nonnegative_validation_linear_scale", "promotion_blocked_reason": "requires_incremental_champion_stack_validation", "promotion_ready_for_operator_review": false, "promotion_status": "ready_for_constrained_stack_ablation", "ridge_penalty": 0.1, "stack_ablation_ready": true, "status": "trained", "target_column": "target_return_5", "target_std": 0.024466262900985268, "target_transform": "same_date_median_residual_return", "test": { "baseline_zero_mse": 0.0007824323811617956, "bottom_decile_mean_return": -0.003070693745265815, "correlation": 0.038323700554927696, "daily_information_coefficient_mean": 0.029669321378678667, "daily_long_short_dates": 781, "daily_long_short_positive_rate": 0.5825864276568502, "daily_long_short_spread_mean": 0.004495956365513536, "daily_long_short_spread_median": 0.0037963673755850302, "directional_accuracy": 0.5052177424496822, "long_short_decile_spread": 0.003239406735266329, "mse": 0.0007813256022548267, "relative_mse_improvement": 0.0014145361741362704, "rows": 47051, "top_decile_mean_return": 0.00016871299000051406, "top_decile_win_rate": 0.5005813953488372 }, "test_rows": 47051, "train_end_date": "2019-12-05", "train_rows": 132706, "validation": { "baseline_zero_mse": 0.0010170068061595944, "bottom_decile_mean_return": -0.0026020482347287955, "correlation": 0.04466923088939499, "daily_information_coefficient_mean": 0.033183112323298396, "daily_long_short_dates": 759, "daily_long_short_positive_rate": 0.5770750988142292, "daily_long_short_spread_mean": 0.004535319124934382, "daily_long_short_spread_median": 0.004418924748748951, "directional_accuracy": 0.49707885003362473, "long_short_decile_spread": 0.005160797507565819, "mse": 0.0010150764143594395, "relative_mse_improvement": 0.001898110994403633, "rows": 47584, "top_decile_mean_return": 0.0025587492728370233, "top_decile_win_rate": 0.5363566781477229 }, "validation_end_date": "2023-03-28", "validation_rows": 47584 }, "incremental_evaluated_rows": 6169, "incremental_evaluated_signal_dates": 18, "minimum_incremental_signal_dates": 20, "requires_incremental_stack_validation": true, "source": "outputs.application_run.metrics", "standalone_history_only": true }
historical_alpha_model_lab	historical_alpha_model_lab	`historical_alpha_model_lab_20260718T173229Z:historical_earnings_surprise_alpha:h5`	5	not ready	awaiting_incremental_stack_outcomes	4,607	252	27,722	0.0080	0.0196	minimum_incremental_stack_outcome_dates_not_met	Accumulate at least 20 matured point-in-time shadow dates before constrained incremental stack validation.	metadata { "component_key": "historical_earnings_surprise_alpha", "component_metrics": { "component_key": "historical_earnings_surprise_alpha", "distinct_dates": 4607, "feature_columns": [ "eps_surprise", "revenue_surprise", "abs_eps_surprise", "abs_revenue_surprise", "eps_actual_scaled", "eps_estimated_scaled", "revenue_actual_scaled", "revenue_estimated_scaled", "eps_growth_yoy", "revenue_growth_yoy", "has_eps_estimate", "has_revenue_estimate" ], "sample_rows": 141454, "status": "trained", "symbol_count": 2519 }, "horizon_metrics": { "calibration_scale": 0.8862972291218364, "feature_scaling": "train_only_median_iqr_with_clipping", "historical_validation_checks": { "test_daily_information_coefficient_positive": true, "test_daily_spread_hit_rate": true, "test_daily_spread_positive": true, "test_mse_improvement_positive": true, "untouched_test_rows_sufficient": true, "validation_daily_spread_hit_rate": true, "validation_daily_spread_positive": true, "validation_mse_improvement_positive": true }, "model_target_column": "model_target_return_5", "prediction_calibration": "nonnegative_validation_linear_scale", "promotion_blocked_reason": "requires_incremental_champion_stack_validation", "promotion_ready_for_operator_review": false, "promotion_status": "ready_for_constrained_stack_ablation", "ridge_penalty": 1000.0, "stack_ablation_ready": true, "status": "trained", "target_column": "target_return_5", "target_std": 0.0779098912998675, "target_transform": "same_date_median_residual_return", "test": { "baseline_zero_mse": 0.008135345623937694, "bottom_decile_mean_return": -0.021634919413082793, "correlation": 0.14506523606040517, "daily_information_coefficient_mean": 0.13318427981186506, "daily_long_short_dates": 536, "daily_long_short_positive_rate": 0.7220149253731343, "daily_long_short_spread_mean": 0.04328951789609155, "daily_long_short_spread_median": 0.04496933552437624, "directional_accuracy": 0.5376956929514465, "long_short_decile_spread": 0.0448176957252765, "mse": 0.007976155490756474, "relative_mse_improvement": 0.019567716055334337, "rows": 27722, "top_decile_mean_return": 0.02318277631219371, "top_decile_win_rate": 0.558189000303859 }, "test_rows": 27722, "train_end_date": "2019-12-19", "train_rows": 84036, "validation": { "baseline_zero_mse": 0.007230674343170484, "bottom_decile_mean_return": -0.018858375028742626, "correlation": 0.11921584683506171, "daily_information_coefficient_mean": 0.11426847324648293, "daily_long_short_dates": 557, "daily_long_short_positive_rate": 0.7091561938958707, "daily_long_short_spread_mean": 0.034780893853348434, "daily_long_short_spread_median": 0.03761320397526728, "directional_accuracy": 0.5261778224648089, "long_short_decile_spread": 0.037123736542104706, "mse": 0.007127539525626563, "relative_mse_improvement": 0.014263513007100626, "rows": 27848, "top_decile_mean_return": 0.01826536151336208, "top_decile_win_rate": 0.5487473588892242 }, "validation_end_date": "2023-03-30", "validation_rows": 27848 }, "incremental_evaluated_rows": 6263, "incremental_evaluated_signal_dates": 18, "minimum_incremental_signal_dates": 20, "requires_incremental_stack_validation": true, "source": "outputs.application_run.metrics", "standalone_history_only": true }
historical_alpha_model_lab	historical_alpha_model_lab	`historical_alpha_model_lab_20260718T173229Z:historical_fundamental_factor_alpha:h5`	5	not ready	historical_validation_checks_not_met	4,242	252	28,763	0.0068	-0.0021	historical_validation_checks_not_met	Do not promote this horizon; inspect failed historical validation checks and redesign or retire the model.	metadata { "component_key": "historical_fundamental_factor_alpha", "component_metrics": { "component_key": "historical_fundamental_factor_alpha", "distinct_dates": 4242, "feature_columns": [ "inverse_pe", "inverse_pb", "inverse_ps", "inverse_pfcf", "inverse_ev_ebitda", "gross_margin", "operating_margin", "net_margin", "current_ratio", "debt_to_assets", "debt_to_equity", "roe", "roa", "roic", "earnings_yield", "free_cash_flow_yield", "income_quality", "sbc_to_revenue", "intangibles_to_assets", "net_debt_to_assets", "revenue_growth_yoy", "eps_growth_yoy", "fcf_growth_yoy", "shares_growth_yoy" ], "sample_rows": 147958, "status": "trained", "symbol_count": 2837 }, "horizon_metrics": { "calibration_scale": 0.5257293646378782, "feature_scaling": "train_only_median_iqr_with_clipping", "historical_validation_checks": { "test_daily_information_coefficient_positive": true, "test_daily_spread_hit_rate": true, "test_daily_spread_positive": true, "test_mse_improvement_positive": false, "untouched_test_rows_sufficient": true, "validation_daily_spread_hit_rate": true, "validation_daily_spread_positive": true, "validation_mse_improvement_positive": true }, "model_target_column": "model_target_return_5", "prediction_calibration": "nonnegative_validation_linear_scale", "promotion_blocked_reason": "historical_validation_checks_not_met", "promotion_ready_for_operator_review": false, "promotion_status": "historical_validation_checks_not_met", "ridge_penalty": 1000.0, "stack_ablation_ready": false, "status": "trained", "target_column": "target_return_5", "target_std": 0.06659510723897857, "target_transform": "same_date_median_residual_return", "test": { "baseline_zero_mse": 0.006830408925131979, "bottom_decile_mean_return": -0.0026650846690246983, "correlation": 0.019091959509159317, "daily_information_coefficient_mean": 0.038025070084625495, "daily_long_short_dates": 471, "daily_long_short_positive_rate": 0.5690021231422505, "daily_long_short_spread_mean": 0.008926316567785277, "daily_long_short_spread_median": 0.00946581810274838, "directional_accuracy": 0.5036679066856725, "long_short_decile_spread": 0.012542473617565721, "mse": 0.006844812934395372, "relative_mse_improvement": -0.00210880628396852, "rows": 28763, "top_decile_mean_return": 0.009877388948541023, "top_decile_win_rate": 0.5066944361797084 }, "test_rows": 28763, "train_end_date": "2019-12-06", "train_rows": 77928, "validation": { "baseline_zero_mse": 0.005866819554386016, "bottom_decile_mean_return": -0.00554578075553613, "correlation": 0.04057522913412399, "daily_information_coefficient_mean": 0.0726269707851186, "daily_long_short_dates": 472, "daily_long_short_positive_rate": 0.6228813559322034, "daily_long_short_spread_mean": 0.018224537994339568, "daily_long_short_spread_median": 0.0214917302831108, "directional_accuracy": 0.5122404123086252, "long_short_decile_spread": 0.014871376951697754, "mse": 0.005857584681763684, "relative_mse_improvement": 0.001574084993875156, "rows": 26388, "top_decile_mean_return": 0.009325596196161624, "top_decile_win_rate": 0.5208600770218228 }, "validation_end_date": "2023-03-29", "validation_rows": 26388 }, "incremental_evaluated_rows": 6249, "incremental_evaluated_signal_dates": 18, "minimum_incremental_signal_dates": 20, "requires_incremental_stack_validation": true, "source": "outputs.application_run.metrics", "standalone_history_only": true }
historical_alpha_model_lab	historical_alpha_model_lab	`historical_alpha_model_lab_20260718T173229Z:historical_sec_filing_event_alpha:h5`	5	not ready	awaiting_incremental_stack_outcomes	4,065	252	168,088	0.0054	0.0005	minimum_incremental_stack_outcome_dates_not_met	Accumulate at least 20 matured point-in-time shadow dates before constrained incremental stack validation.	metadata { "component_key": "historical_sec_filing_event_alpha", "component_metrics": { "component_key": "historical_sec_filing_event_alpha", "distinct_dates": 4065, "feature_columns": [ "is_annual_report", "is_quarterly_report", "is_current_report", "is_foreign_report", "is_proxy", "is_insider_form", "is_ownership_form", "is_offering_form", "is_prospectus", "is_late_filing", "is_amendment", "is_xbrl", "is_inline_xbrl", "log_sec_size", "item_count", "has_item_101", "has_item_201", "has_item_202", "has_item_501", "has_item_502", "has_item_801", "filing_count_30d", "filing_count_90d", "current_report_count_30d", "amendment_count_90d", "offering_count_180d" ], "sample_rows": 226286, "status": "trained", "symbol_count": 2217 }, "horizon_metrics": { "calibration_scale": 0.16262839414434951, "feature_scaling": "train_only_median_iqr_with_clipping", "historical_validation_checks": { "test_daily_information_coefficient_positive": true, "test_daily_spread_hit_rate": true, "test_daily_spread_positive": true, "test_mse_improvement_positive": true, "untouched_test_rows_sufficient": true, "validation_daily_spread_hit_rate": true, "validation_daily_spread_positive": true, "validation_mse_improvement_positive": true }, "model_target_column": "model_target_return_5", "prediction_calibration": "nonnegative_validation_linear_scale", "promotion_blocked_reason": "requires_incremental_champion_stack_validation", "promotion_ready_for_operator_review": false, "promotion_status": "ready_for_constrained_stack_ablation", "ridge_penalty": 1000.0, "stack_ablation_ready": true, "status": "trained", "target_column": "target_return_5", "target_std": 0.07424693762235443, "target_transform": "same_date_median_residual_return", "test": { "baseline_zero_mse": 0.005378663730974464, "bottom_decile_mean_return": -0.005126633221057901, "correlation": 0.03207981761579981, "daily_information_coefficient_mean": 0.009938353968023325, "daily_long_short_dates": 813, "daily_long_short_positive_rate": 0.5744157441574416, "daily_long_short_spread_mean": 0.0071683039737092434, "daily_long_short_spread_median": 0.004276524657047252, "directional_accuracy": 0.4969361286944934, "long_short_decile_spread": 0.006295651805997885, "mse": 0.005375902249728999, "relative_mse_improvement": 0.000513413997153641, "rows": 168088, "top_decile_mean_return": 0.0011690185849399836, "top_decile_win_rate": 0.49417289963471905 }, "test_rows": 168088, "train_end_date": "2019-11-21", "train_rows": 25017, "validation": { "baseline_zero_mse": 0.007167309137956406, "bottom_decile_mean_return": -0.002104932050154859, "correlation": 0.008761437662080158, "daily_information_coefficient_mean": 0.006574094528547222, "daily_long_short_dates": 799, "daily_long_short_positive_rate": 0.5356695869837297, "daily_long_short_spread_mean": 0.0017788371002787095, "daily_long_short_spread_median": 0.0054402636509735605, "directional_accuracy": 0.48334890449353546, "long_short_decile_spread": 0.004791360263602138, "mse": 0.007166857907731655, "relative_mse_improvement": 6.295671305167821e-05, "rows": 33181, "top_decile_mean_return": 0.002686428213447279, "top_decile_win_rate": 0.48474304068522484 }, "validation_end_date": "2023-02-27", "validation_rows": 33181 }, "incremental_evaluated_rows": 6034, "incremental_evaluated_signal_dates": 18, "minimum_incremental_signal_dates": 20, "requires_incremental_stack_validation": true, "source": "outputs.application_run.metrics", "standalone_history_only": true }
historical_alpha_model_lab	historical_alpha_model_lab	`historical_alpha_model_lab_20260718T173229Z:historical_dividend_policy_alpha:h21`	21	not ready	awaiting_incremental_stack_outcomes	4,268	252	46,515	0.0030	0.0026	minimum_incremental_stack_outcome_dates_not_met	Accumulate at least 20 matured point-in-time shadow dates before constrained incremental stack validation.	metadata { "component_key": "historical_dividend_policy_alpha", "component_metrics": { "component_key": "historical_dividend_policy_alpha", "distinct_dates": 4268, "feature_columns": [ "event_dividend_yield", "reported_dividend_yield", "trailing_12m_dividend_yield", "dividend_growth_prev", "dividend_growth_year", "dividend_events_12m", "dividend_years_5y", "cut_flag", "increase_flag", "log_dividend_amount" ], "sample_rows": 227724, "status": "trained", "symbol_count": 3935 }, "horizon_metrics": { "calibration_scale": 1.4895961305853498, "feature_scaling": "train_only_median_iqr_with_clipping", "historical_validation_checks": { "test_daily_information_coefficient_positive": true, "test_daily_spread_hit_rate": true, "test_daily_spread_positive": true, "test_mse_improvement_positive": true, "untouched_test_rows_sufficient": true, "validation_daily_spread_hit_rate": true, "validation_daily_spread_positive": true, "validation_mse_improvement_positive": true }, "model_target_column": "model_target_return_21", "prediction_calibration": "nonnegative_validation_linear_scale", "promotion_blocked_reason": "requires_incremental_champion_stack_validation", "promotion_ready_for_operator_review": false, "promotion_status": "ready_for_constrained_stack_ablation", "ridge_penalty": 0.1, "stack_ablation_ready": true, "status": "trained", "target_column": "target_return_21", "target_std": 0.045813574863491524, "target_transform": "same_date_median_residual_return", "test": { "baseline_zero_mse": 0.002961457917924076, "bottom_decile_mean_return": -0.0008856399942026037, "correlation": 0.049308053631511445, "daily_information_coefficient_mean": 0.039757428121335044, "daily_long_short_dates": 777, "daily_long_short_positive_rate": 0.5521235521235521, "daily_long_short_spread_mean": 0.009103901517483838, "daily_long_short_spread_median": 0.005033504420383922, "directional_accuracy": 0.509104589917231, "long_short_decile_spread": 0.007383331489726325, "mse": 0.0029538890760170294, "relative_mse_improvement": 0.0025557823601802822, "rows": 46515, "top_decile_mean_return": 0.006497691495523722, "top_decile_win_rate": 0.5276362210897687 }, "test_rows": 46515, "train_end_date": "2019-11-19", "train_rows": 132059, "validation": { "baseline_zero_mse": 0.003520865595393119, "bottom_decile_mean_return": -0.0017534179292958308, "correlation": 0.05752814226192634, "daily_information_coefficient_mean": 0.03204032739823124, "daily_long_short_dates": 755, "daily_long_short_positive_rate": 0.5668874172185431, "daily_long_short_spread_mean": 0.011003650569841686, "daily_long_short_spread_median": 0.008693239762280036, "directional_accuracy": 0.5086848110895106, "long_short_decile_spread": 0.010658751112886266, "mse": 0.003508725042412243, "relative_mse_improvement": 0.0034481728006776464, "rows": 47324, "top_decile_mean_return": 0.008905333183590434, "top_decile_win_rate": 0.5254856703212156 }, "validation_end_date": "2023-03-07", "validation_rows": 47324 }, "incremental_evaluated_rows": 186, "incremental_evaluated_signal_dates": 3, "minimum_incremental_signal_dates": 20, "requires_incremental_stack_validation": true, "source": "outputs.application_run.metrics", "standalone_history_only": true }
historical_alpha_model_lab	historical_alpha_model_lab	`historical_alpha_model_lab_20260718T173229Z:historical_earnings_surprise_alpha:h21`	21	not ready	awaiting_incremental_stack_outcomes	4,607	252	27,892	0.0194	0.0139	minimum_incremental_stack_outcome_dates_not_met	Accumulate at least 20 matured point-in-time shadow dates before constrained incremental stack validation.	metadata { "component_key": "historical_earnings_surprise_alpha", "component_metrics": { "component_key": "historical_earnings_surprise_alpha", "distinct_dates": 4607, "feature_columns": [ "eps_surprise", "revenue_surprise", "abs_eps_surprise", "abs_revenue_surprise", "eps_actual_scaled", "eps_estimated_scaled", "revenue_actual_scaled", "revenue_estimated_scaled", "eps_growth_yoy", "revenue_growth_yoy", "has_eps_estimate", "has_revenue_estimate" ], "sample_rows": 141454, "status": "trained", "symbol_count": 2519 }, "horizon_metrics": { "calibration_scale": 0.8119433933760306, "feature_scaling": "train_only_median_iqr_with_clipping", "historical_validation_checks": { "test_daily_information_coefficient_positive": true, "test_daily_spread_hit_rate": true, "test_daily_spread_positive": true, "test_mse_improvement_positive": true, "untouched_test_rows_sufficient": true, "validation_daily_spread_hit_rate": true, "validation_daily_spread_positive": true, "validation_mse_improvement_positive": true }, "model_target_column": "model_target_return_21", "prediction_calibration": "nonnegative_validation_linear_scale", "promotion_blocked_reason": "requires_incremental_champion_stack_validation", "promotion_ready_for_operator_review": false, "promotion_status": "ready_for_constrained_stack_ablation", "ridge_penalty": 1000.0, "stack_ablation_ready": true, "status": "trained", "target_column": "target_return_21", "target_std": 0.1254360724788426, "target_transform": "same_date_median_residual_return", "test": { "baseline_zero_mse": 0.01965511883656202, "bottom_decile_mean_return": -0.017234096265685186, "correlation": 0.13096666622531308, "daily_information_coefficient_mean": 0.13718280358204837, "daily_long_short_dates": 545, "daily_long_short_positive_rate": 0.6935779816513762, "daily_long_short_spread_mean": 0.06275219031039589, "daily_long_short_spread_median": 0.05468156703745644, "directional_accuracy": 0.5338089774845834, "long_short_decile_spread": 0.05428645376614524, "mse": 0.01938191934228383, "relative_mse_improvement": 0.013899661281619416, "rows": 27892, "top_decile_mean_return": 0.037052357500460056, "top_decile_win_rate": 0.5566352869723656 }, "test_rows": 27892, "train_end_date": "2019-12-05", "train_rows": 83949, "validation": { "baseline_zero_mse": 0.01923248633211704, "bottom_decile_mean_return": -0.01579999960500372, "correlation": 0.08362791397759607, "daily_information_coefficient_mean": 0.10261244516554056, "daily_long_short_dates": 549, "daily_long_short_positive_rate": 0.6867030965391621, "daily_long_short_spread_mean": 0.04848967727075637, "daily_long_short_spread_median": 0.05145802615306569, "directional_accuracy": 0.5229835212489159, "long_short_decile_spread": 0.04319334234174021, "mse": 0.019102081177912386, "relative_mse_improvement": 0.0067804625960858865, "rows": 27672, "top_decile_mean_return": 0.02739334273673649, "top_decile_win_rate": 0.5332321699544765 }, "validation_end_date": "2023-03-10", "validation_rows": 27672 }, "incremental_evaluated_rows": 149, "incremental_evaluated_signal_dates": 3, "minimum_incremental_signal_dates": 20, "requires_incremental_stack_validation": true, "source": "outputs.application_run.metrics", "standalone_history_only": true }
historical_alpha_model_lab	historical_alpha_model_lab	`historical_alpha_model_lab_20260718T173229Z:historical_fundamental_factor_alpha:h21`	21	not ready	awaiting_incremental_stack_outcomes	4,242	252	28,894	0.0194	0.0016	minimum_incremental_stack_outcome_dates_not_met	Accumulate at least 20 matured point-in-time shadow dates before constrained incremental stack validation.	metadata { "component_key": "historical_fundamental_factor_alpha", "component_metrics": { "component_key": "historical_fundamental_factor_alpha", "distinct_dates": 4242, "feature_columns": [ "inverse_pe", "inverse_pb", "inverse_ps", "inverse_pfcf", "inverse_ev_ebitda", "gross_margin", "operating_margin", "net_margin", "current_ratio", "debt_to_assets", "debt_to_equity", "roe", "roa", "roic", "earnings_yield", "free_cash_flow_yield", "income_quality", "sbc_to_revenue", "intangibles_to_assets", "net_debt_to_assets", "revenue_growth_yoy", "eps_growth_yoy", "fcf_growth_yoy", "shares_growth_yoy" ], "sample_rows": 147958, "status": "trained", "symbol_count": 2837 }, "horizon_metrics": { "calibration_scale": 0.45843915699422294, "feature_scaling": "train_only_median_iqr_with_clipping", "historical_validation_checks": { "test_daily_information_coefficient_positive": true, "test_daily_spread_hit_rate": true, "test_daily_spread_positive": true, "test_mse_improvement_positive": true, "untouched_test_rows_sufficient": true, "validation_daily_spread_hit_rate": true, "validation_daily_spread_positive": true, "validation_mse_improvement_positive": true }, "model_target_column": "model_target_return_21", "prediction_calibration": "nonnegative_validation_linear_scale", "promotion_blocked_reason": "requires_incremental_champion_stack_validation", "promotion_ready_for_operator_review": false, "promotion_status": "ready_for_constrained_stack_ablation", "ridge_penalty": 1000.0, "stack_ablation_ready": true, "status": "trained", "target_column": "target_return_21", "target_std": 0.11565500466961837, "target_transform": "same_date_median_residual_return", "test": { "baseline_zero_mse": 0.019455447398682137, "bottom_decile_mean_return": -0.007914106331795168, "correlation": 0.04924538578428067, "daily_information_coefficient_mean": 0.07315074388312692, "daily_long_short_dates": 478, "daily_long_short_positive_rate": 0.6234309623430963, "daily_long_short_spread_mean": 0.02771302138954828, "daily_long_short_spread_median": 0.026770926056797963, "directional_accuracy": 0.517166193673427, "long_short_decile_spread": 0.028069871661566523, "mse": 0.019424740382642015, "relative_mse_improvement": 0.0015783248470658136, "rows": 28894, "top_decile_mean_return": 0.020155765329771355, "top_decile_win_rate": 0.5261282660332541 }, "test_rows": 28894, "train_end_date": "2019-11-22", "train_rows": 77820, "validation": { "baseline_zero_mse": 0.017375287794867227, "bottom_decile_mean_return": -0.006042456258880097, "correlation": 0.04057193567535346, "daily_information_coefficient_mean": 0.06038448623942374, "daily_long_short_dates": 466, "daily_long_short_positive_rate": 0.6351931330472103, "daily_long_short_spread_mean": 0.03800277727550839, "daily_long_short_spread_median": 0.03217836406288213, "directional_accuracy": 0.4983824928639391, "long_short_decile_spread": 0.024191031283445675, "mse": 0.017350523912321635, "relative_mse_improvement": 0.0014252358198583702, "rows": 26275, "top_decile_mean_return": 0.01814857502456558, "top_decile_win_rate": 0.5233795549822637 }, "validation_end_date": "2023-03-13", "validation_rows": 26275 }, "incremental_evaluated_rows": 143, "incremental_evaluated_signal_dates": 3, "minimum_incremental_signal_dates": 20, "requires_incremental_stack_validation": true, "source": "outputs.application_run.metrics", "standalone_history_only": true }
historical_alpha_model_lab	historical_alpha_model_lab	`historical_alpha_model_lab_20260718T173229Z:historical_sec_filing_event_alpha:h21`	21	not ready	awaiting_incremental_stack_outcomes	4,065	252	168,086	0.0183	0.0023	minimum_incremental_stack_outcome_dates_not_met	Accumulate at least 20 matured point-in-time shadow dates before constrained incremental stack validation.	metadata { "component_key": "historical_sec_filing_event_alpha", "component_metrics": { "component_key": "historical_sec_filing_event_alpha", "distinct_dates": 4065, "feature_columns": [ "is_annual_report", "is_quarterly_report", "is_current_report", "is_foreign_report", "is_proxy", "is_insider_form", "is_ownership_form", "is_offering_form", "is_prospectus", "is_late_filing", "is_amendment", "is_xbrl", "is_inline_xbrl", "log_sec_size", "item_count", "has_item_101", "has_item_201", "has_item_202", "has_item_501", "has_item_502", "has_item_801", "filing_count_30d", "filing_count_90d", "current_report_count_30d", "amendment_count_90d", "offering_count_180d" ], "sample_rows": 226286, "status": "trained", "symbol_count": 2217 }, "horizon_metrics": { "calibration_scale": 0.5673155967593291, "feature_scaling": "train_only_median_iqr_with_clipping", "historical_validation_checks": { "test_daily_information_coefficient_positive": true, "test_daily_spread_hit_rate": true, "test_daily_spread_positive": true, "test_mse_improvement_positive": true, "untouched_test_rows_sufficient": true, "validation_daily_spread_hit_rate": true, "validation_daily_spread_positive": true, "validation_mse_improvement_positive": true }, "model_target_column": "model_target_return_21", "prediction_calibration": "nonnegative_validation_linear_scale", "promotion_blocked_reason": "requires_incremental_champion_stack_validation", "promotion_ready_for_operator_review": false, "promotion_status": "ready_for_constrained_stack_ablation", "ridge_penalty": 1000.0, "stack_ablation_ready": true, "status": "trained", "target_column": "target_return_21", "target_std": 0.13110065761546236, "target_transform": "same_date_median_residual_return", "test": { "baseline_zero_mse": 0.018315335163564532, "bottom_decile_mean_return": -0.01483027827447589, "correlation": 0.05457506292344043, "daily_information_coefficient_mean": 0.036628904671057824, "daily_long_short_dates": 813, "daily_long_short_positive_rate": 0.6949569495694957, "daily_long_short_spread_mean": 0.028333115037667982, "daily_long_short_spread_median": 0.026749832046589858, "directional_accuracy": 0.5070559118546458, "long_short_decile_spread": 0.02483462499886418, "mse": 0.018273030520908826, "relative_mse_improvement": 0.0023097935297337496, "rows": 168086, "top_decile_mean_return": 0.01000434672438829, "top_decile_win_rate": 0.51181512799722 }, "test_rows": 168086, "train_end_date": "2019-11-21", "train_rows": 25017, "validation": { "baseline_zero_mse": 0.023244248535177536, "bottom_decile_mean_return": -0.012066463917879145, "correlation": 0.03994609771010433, "daily_information_coefficient_mean": 0.04680849714531392, "daily_long_short_dates": 797, "daily_long_short_positive_rate": 0.5721455457967378, "daily_long_short_spread_mean": 0.02100759655384895, "daily_long_short_spread_median": 0.024870731579644756, "directional_accuracy": 0.4923600855911516, "long_short_decile_spread": 0.02341019257373042, "mse": 0.023214161797966395, "relative_mse_improvement": 0.0012943734087857723, "rows": 33181, "top_decile_mean_return": 0.011343728655851273, "top_decile_win_rate": 0.5249601699415826 }, "validation_end_date": "2023-02-27", "validation_rows": 33181 }, "incremental_evaluated_rows": 128, "incremental_evaluated_signal_dates": 3, "minimum_incremental_signal_dates": 20, "requires_incremental_stack_validation": true, "source": "outputs.application_run.metrics", "standalone_history_only": true }
historical_alpha_model_lab	historical_alpha_model_lab	`historical_alpha_model_lab_20260718T173229Z:historical_dividend_policy_alpha:h63`	63	not ready	awaiting_incremental_stack_outcomes	4,268	252	46,091	0.0097	0.0091	minimum_incremental_stack_outcome_dates_not_met	Accumulate at least 20 matured point-in-time shadow dates before constrained incremental stack validation.	metadata { "component_key": "historical_dividend_policy_alpha", "component_metrics": { "component_key": "historical_dividend_policy_alpha", "distinct_dates": 4268, "feature_columns": [ "event_dividend_yield", "reported_dividend_yield", "trailing_12m_dividend_yield", "dividend_growth_prev", "dividend_growth_year", "dividend_events_12m", "dividend_years_5y", "cut_flag", "increase_flag", "log_dividend_amount" ], "sample_rows": 227724, "status": "trained", "symbol_count": 3935 }, "horizon_metrics": { "calibration_scale": 1.7740530867211848, "feature_scaling": "train_only_median_iqr_with_clipping", "historical_validation_checks": { "test_daily_information_coefficient_positive": true, "test_daily_spread_hit_rate": true, "test_daily_spread_positive": true, "test_mse_improvement_positive": true, "untouched_test_rows_sufficient": true, "validation_daily_spread_hit_rate": true, "validation_daily_spread_positive": true, "validation_mse_improvement_positive": true }, "model_target_column": "model_target_return_63", "prediction_calibration": "nonnegative_validation_linear_scale", "promotion_blocked_reason": "requires_incremental_champion_stack_validation", "promotion_ready_for_operator_review": false, "promotion_status": "ready_for_constrained_stack_ablation", "ridge_penalty": 0.1, "stack_ablation_ready": true, "status": "trained", "target_column": "target_return_63", "target_std": 0.0809398329621499, "target_transform": "same_date_median_residual_return", "test": { "baseline_zero_mse": 0.009809645210800898, "bottom_decile_mean_return": -0.006351325258852254, "correlation": 0.0920820882469766, "daily_information_coefficient_mean": 0.06952344715032113, "daily_long_short_dates": 767, "daily_long_short_positive_rate": 0.5814863102998696, "daily_long_short_spread_mean": 0.02505765010425025, "daily_long_short_spread_median": 0.018652638592834902, "directional_accuracy": 0.5222060705994662, "long_short_decile_spread": 0.02591506635674638, "mse": 0.009719944462481877, "relative_mse_improvement": 0.009144137875675288, "rows": 46091, "top_decile_mean_return": 0.019563741097894126, "top_decile_win_rate": 0.5307494561993277 }, "test_rows": 46091, "train_end_date": "2019-10-10", "train_rows": 130995, "validation": { "baseline_zero_mse": 0.010776956336765304, "bottom_decile_mean_return": -0.004047924448328387, "correlation": 0.08937519441064136, "daily_information_coefficient_mean": 0.06415675061410742, "daily_long_short_dates": 745, "daily_long_short_positive_rate": 0.6295302013422819, "daily_long_short_spread_mean": 0.03081457915125181, "daily_long_short_spread_median": 0.02554251060789281, "directional_accuracy": 0.522404955147373, "long_short_decile_spread": 0.029099800200964903, "mse": 0.010683857020039506, "relative_mse_improvement": 0.008638739345003353, "rows": 46820, "top_decile_mean_return": 0.025051875752636517, "top_decile_win_rate": 0.5463737118413378 }, "validation_end_date": "2023-01-11", "validation_rows": 46820 }, "incremental_evaluated_rows": 0, "incremental_evaluated_signal_dates": 0, "minimum_incremental_signal_dates": 20, "requires_incremental_stack_validation": true, "source": "outputs.application_run.metrics", "standalone_history_only": true }
historical_alpha_model_lab	historical_alpha_model_lab	`historical_alpha_model_lab_20260718T173229Z:historical_earnings_surprise_alpha:h63`	63	not ready	awaiting_incremental_stack_outcomes	4,607	252	27,530	0.0517	0.0091	minimum_incremental_stack_outcome_dates_not_met	Accumulate at least 20 matured point-in-time shadow dates before constrained incremental stack validation.	metadata { "component_key": "historical_earnings_surprise_alpha", "component_metrics": { "component_key": "historical_earnings_surprise_alpha", "distinct_dates": 4607, "feature_columns": [ "eps_surprise", "revenue_surprise", "abs_eps_surprise", "abs_revenue_surprise", "eps_actual_scaled", "eps_estimated_scaled", "revenue_actual_scaled", "revenue_estimated_scaled", "eps_growth_yoy", "revenue_growth_yoy", "has_eps_estimate", "has_revenue_estimate" ], "sample_rows": 141454, "status": "trained", "symbol_count": 2519 }, "horizon_metrics": { "calibration_scale": 0.626375259035502, "feature_scaling": "train_only_median_iqr_with_clipping", "historical_validation_checks": { "test_daily_information_coefficient_positive": true, "test_daily_spread_hit_rate": true, "test_daily_spread_positive": true, "test_mse_improvement_positive": true, "untouched_test_rows_sufficient": true, "validation_daily_spread_hit_rate": true, "validation_daily_spread_positive": true, "validation_mse_improvement_positive": true }, "model_target_column": "model_target_return_63", "prediction_calibration": "nonnegative_validation_linear_scale", "promotion_blocked_reason": "requires_incremental_champion_stack_validation", "promotion_ready_for_operator_review": false, "promotion_status": "ready_for_constrained_stack_ablation", "ridge_penalty": 1000.0, "stack_ablation_ready": true, "status": "trained", "target_column": "target_return_63", "target_std": 0.2038210452495254, "target_transform": "same_date_median_residual_return", "test": { "baseline_zero_mse": 0.052125639329857774, "bottom_decile_mean_return": -0.025426976881192477, "correlation": 0.1135048002789361, "daily_information_coefficient_mean": 0.12178134625584872, "daily_long_short_dates": 545, "daily_long_short_positive_rate": 0.6788990825688074, "daily_long_short_spread_mean": 0.09578862528406597, "daily_long_short_spread_median": 0.07635665906848861, "directional_accuracy": 0.5283327279331638, "long_short_decile_spread": 0.08482535193890542, "mse": 0.05165115591297032, "relative_mse_improvement": 0.009102687717360367, "rows": 27530, "top_decile_mean_return": 0.05939837505771294, "top_decile_win_rate": 0.555385087450138 }, "test_rows": 27530, "train_end_date": "2019-10-28", "train_rows": 82583, "validation": { "baseline_zero_mse": 0.05179837867975495, "bottom_decile_mean_return": -0.00750492005121972, "correlation": 0.058691465846163145, "daily_information_coefficient_mean": 0.09378042704950977, "daily_long_short_dates": 537, "daily_long_short_positive_rate": 0.62756052141527, "daily_long_short_spread_mean": 0.05517993839842659, "daily_long_short_spread_median": 0.05420432826394061, "directional_accuracy": 0.5162665306568546, "long_short_decile_spread": 0.04507912945681756, "mse": 0.05162465561827536, "relative_mse_improvement": 0.0033538320292540616, "rows": 27449, "top_decile_mean_return": 0.03757420940559784, "top_decile_win_rate": 0.5217391304347826 }, "validation_end_date": "2023-01-19", "validation_rows": 27449 }, "incremental_evaluated_rows": 0, "incremental_evaluated_signal_dates": 0, "minimum_incremental_signal_dates": 20, "requires_incremental_stack_validation": true, "source": "outputs.application_run.metrics", "standalone_history_only": true }
historical_alpha_model_lab	historical_alpha_model_lab	`historical_alpha_model_lab_20260718T173229Z:historical_fundamental_factor_alpha:h63`	63	not ready	historical_validation_checks_not_met	4,242	252	28,379	0.0545	-0.0041	historical_validation_checks_not_met	Do not promote this horizon; inspect failed historical validation checks and redesign or retire the model.	metadata { "component_key": "historical_fundamental_factor_alpha", "component_metrics": { "component_key": "historical_fundamental_factor_alpha", "distinct_dates": 4242, "feature_columns": [ "inverse_pe", "inverse_pb", "inverse_ps", "inverse_pfcf", "inverse_ev_ebitda", "gross_margin", "operating_margin", "net_margin", "current_ratio", "debt_to_assets", "debt_to_equity", "roe", "roa", "roic", "earnings_yield", "free_cash_flow_yield", "income_quality", "sbc_to_revenue", "intangibles_to_assets", "net_debt_to_assets", "revenue_growth_yoy", "eps_growth_yoy", "fcf_growth_yoy", "shares_growth_yoy" ], "sample_rows": 147958, "status": "trained", "symbol_count": 2837 }, "horizon_metrics": { "calibration_scale": 0.5721999119138856, "feature_scaling": "train_only_median_iqr_with_clipping", "historical_validation_checks": { "test_daily_information_coefficient_positive": true, "test_daily_spread_hit_rate": true, "test_daily_spread_positive": true, "test_mse_improvement_positive": false, "untouched_test_rows_sufficient": true, "validation_daily_spread_hit_rate": true, "validation_daily_spread_positive": true, "validation_mse_improvement_positive": true }, "model_target_column": "model_target_return_63", "prediction_calibration": "nonnegative_validation_linear_scale", "promotion_blocked_reason": "historical_validation_checks_not_met", "promotion_ready_for_operator_review": false, "promotion_status": "historical_validation_checks_not_met", "ridge_penalty": 100.0, "stack_ablation_ready": false, "status": "trained", "target_column": "target_return_63", "target_std": 0.19398748259408907, "target_transform": "same_date_median_residual_return", "test": { "baseline_zero_mse": 0.05431112228359621, "bottom_decile_mean_return": -0.016912318990639615, "correlation": 0.03499095401807903, "daily_information_coefficient_mean": 0.08342401503164514, "daily_long_short_dates": 476, "daily_long_short_positive_rate": 0.6302521008403361, "daily_long_short_spread_mean": 0.054780729440918496, "daily_long_short_spread_median": 0.052351267426928666, "directional_accuracy": 0.5180943655519926, "long_short_decile_spread": 0.04681762031832018, "mse": 0.05453358829932683, "relative_mse_improvement": -0.004096141018205547, "rows": 28379, "top_decile_mean_return": 0.029905301327680565, "top_decile_win_rate": 0.5066225165562914 }, "test_rows": 28379, "train_end_date": "2019-10-15", "train_rows": 76294, "validation": { "baseline_zero_mse": 0.04790675616573165, "bottom_decile_mean_return": -0.00933994267415755, "correlation": 0.05585122308134151, "daily_information_coefficient_mean": 0.07036184155283615, "daily_long_short_dates": 458, "daily_long_short_positive_rate": 0.6331877729257642, "daily_long_short_spread_mean": 0.06208389417706802, "daily_long_short_spread_median": 0.06892366064199408, "directional_accuracy": 0.507993635399303, "long_short_decile_spread": 0.05004595137561478, "mse": 0.047778422856622926, "relative_mse_improvement": 0.0026788144174229142, "rows": 26396, "top_decile_mean_return": 0.04070600870145723, "top_decile_win_rate": 0.5290135396518375 }, "validation_end_date": "2023-01-19", "validation_rows": 26396 }, "incremental_evaluated_rows": 0, "incremental_evaluated_signal_dates": 0, "minimum_incremental_signal_dates": 20, "requires_incremental_stack_validation": true, "source": "outputs.application_run.metrics", "standalone_history_only": true }
historical_alpha_model_lab	historical_alpha_model_lab	`historical_alpha_model_lab_20260718T173229Z:historical_sec_filing_event_alpha:h63`	63	not ready	awaiting_incremental_stack_outcomes	4,065	252	158,287	0.0554	0.0039	minimum_incremental_stack_outcome_dates_not_met	Accumulate at least 20 matured point-in-time shadow dates before constrained incremental stack validation.	metadata { "component_key": "historical_sec_filing_event_alpha", "component_metrics": { "component_key": "historical_sec_filing_event_alpha", "distinct_dates": 4065, "feature_columns": [ "is_annual_report", "is_quarterly_report", "is_current_report", "is_foreign_report", "is_proxy", "is_insider_form", "is_ownership_form", "is_offering_form", "is_prospectus", "is_late_filing", "is_amendment", "is_xbrl", "is_inline_xbrl", "log_sec_size", "item_count", "has_item_101", "has_item_201", "has_item_202", "has_item_501", "has_item_502", "has_item_801", "filing_count_30d", "filing_count_90d", "current_report_count_30d", "amendment_count_90d", "offering_count_180d" ], "sample_rows": 226286, "status": "trained", "symbol_count": 2217 }, "horizon_metrics": { "calibration_scale": 0.6332284671423338, "feature_scaling": "train_only_median_iqr_with_clipping", "historical_validation_checks": { "test_daily_information_coefficient_positive": true, "test_daily_spread_hit_rate": true, "test_daily_spread_positive": true, "test_mse_improvement_positive": true, "untouched_test_rows_sufficient": true, "validation_daily_spread_hit_rate": true, "validation_daily_spread_positive": true, "validation_mse_improvement_positive": true }, "model_target_column": "model_target_return_63", "prediction_calibration": "nonnegative_validation_linear_scale", "promotion_blocked_reason": "requires_incremental_champion_stack_validation", "promotion_ready_for_operator_review": false, "promotion_status": "ready_for_constrained_stack_ablation", "ridge_penalty": 1000.0, "stack_ablation_ready": true, "status": "trained", "target_column": "target_return_63", "target_std": 0.20782686254268318, "target_transform": "same_date_median_residual_return", "test": { "baseline_zero_mse": 0.05565216483062862, "bottom_decile_mean_return": -0.03254204629454135, "correlation": 0.07579328757556171, "daily_information_coefficient_mean": 0.05123491987030925, "daily_long_short_dates": 806, "daily_long_short_positive_rate": 0.7258064516129032, "daily_long_short_spread_mean": 0.06922171601725192, "daily_long_short_spread_median": 0.06317999870724705, "directional_accuracy": 0.5056763979353959, "long_short_decile_spread": 0.0629725997905324, "mse": 0.05543396994439911, "relative_mse_improvement": 0.003920690001791736, "rows": 158287, "top_decile_mean_return": 0.03043055349599105, "top_decile_win_rate": 0.5137693631669535 }, "test_rows": 158287, "train_end_date": "2019-10-18", "train_rows": 24451, "validation": { "baseline_zero_mse": 0.06336250955181845, "bottom_decile_mean_return": -0.031013199156421815, "correlation": 0.07225074982359941, "daily_information_coefficient_mean": 0.062361779788565046, "daily_long_short_dates": 792, "daily_long_short_positive_rate": 0.6464646464646465, "daily_long_short_spread_mean": 0.07285407783864818, "daily_long_short_spread_median": 0.0852195534828092, "directional_accuracy": 0.49663838120104437, "long_short_decile_spread": 0.0761968670893203, "mse": 0.06313651900343296, "relative_mse_improvement": 0.003566628752301359, "rows": 30640, "top_decile_mean_return": 0.045183667932898484, "top_decile_win_rate": 0.5356427139994274 }, "validation_end_date": "2023-01-12", "validation_rows": 30640 }, "incremental_evaluated_rows": 0, "incremental_evaluated_signal_dates": 0, "minimum_incremental_signal_dates": 20, "requires_incremental_stack_validation": true, "source": "outputs.application_run.metrics", "standalone_history_only": true }
news_event_impact_model	news_event_impact_model	`20260720T053747Z`	5	not ready	production_model_collecting_strict_prospective_paper_evidence	0	20	0	0.5865	0.0009	strict_prospective_prediction_depth	Keep the production artifact advisory-only while 500 strictly post-assignment outcomes mature.	metadata { "artifact_lifecycle_status": "production", "direct_order_authority": false, "directional_alpha_claim": false, "historical_shadow_predictions": 63971, "live_trading_enabled": false, "matured_historical_shadow_predictions": 63808, "news_event_impact_gate_source_view": "research.news_event_impact_readiness_operator_view", "order_authority": false, "orders_submitted": 0, "paper_risk_output_only": true, "position_sizing_authority": false, "production_gate_source_view": "research.production_model_promotion_readiness_operator_view", "required_matured_prospective_dates": 20, "required_matured_prospective_predictions": 500 }
options_component_validation	alpaca_options_feature_lab	`option_iv_risk_pressure`	1	not ready	collecting_matured_outcomes	3	20	735	-0.2791	-0.0163	collecting_matured_outcomes	Keep the component disabled and collect later matured market dates; do not substitute repeated same-date runs for temporal evidence.	metadata { "ablation_ready": false, "aggregate_bucket_return_spread": -0.020289681109596867, "average_daily_bucket_spread": -0.01631638727325109, "component_enabled": false, "direct_production_promotion_allowed": false, "directional_hit_rate": 0.42857142857142855, "evaluated_dates": 3, "evaluated_rows": 735, "inverted_hit_rate": 0.5673469387755102, "live_trading_enabled": false, "model_family": "alpaca_options_feature_lab", "next_stage": "disabled_component_ablation", "option_trading_authorized": false, "options_gate_source_view": "research.alpaca_options_feature_readiness_operator_view", "orders_submitted": 0, "positive_edge_date_ratio": 0.0, "production_gate_source_view": "research.production_model_promotion_readiness_operator_view", "production_promotion_ready": false, "remaining_evaluated_dates": 17, "risk_orientation": "inverse_risk_filter", "score_return_correlation": -0.2791084928635874, "source_view": "research.alpaca_options_feature_readiness_operator_view" }
options_component_validation	alpaca_options_feature_lab	`option_liquidity_friction`	1	not ready	collecting_matured_outcomes	3	20	735	0.1245	0.0025	collecting_matured_outcomes	Keep the component disabled and collect later matured market dates; do not substitute repeated same-date runs for temporal evidence.	metadata { "ablation_ready": false, "aggregate_bucket_return_spread": 0.008461594505005096, "average_daily_bucket_spread": 0.002477132495479843, "component_enabled": false, "direct_production_promotion_allowed": false, "directional_hit_rate": 0.5360544217687074, "evaluated_dates": 3, "evaluated_rows": 735, "inverted_hit_rate": 0.4598639455782313, "live_trading_enabled": false, "model_family": "alpaca_options_feature_lab", "next_stage": "disabled_component_ablation", "option_trading_authorized": false, "options_gate_source_view": "research.alpaca_options_feature_readiness_operator_view", "orders_submitted": 0, "positive_edge_date_ratio": 0.6666666666666666, "production_gate_source_view": "research.production_model_promotion_readiness_operator_view", "production_promotion_ready": false, "remaining_evaluated_dates": 17, "risk_orientation": "inverse_risk_filter", "score_return_correlation": 0.12449674469777813, "source_view": "research.alpaca_options_feature_readiness_operator_view" }
options_component_validation	alpaca_options_feature_lab	`option_put_skew_risk`	1	not ready	collecting_matured_outcomes	3	20	735	0.1540	0.0045	collecting_matured_outcomes	Keep the component disabled and collect later matured market dates; do not substitute repeated same-date runs for temporal evidence.	metadata { "ablation_ready": false, "aggregate_bucket_return_spread": 0.011119649473567987, "average_daily_bucket_spread": 0.004545267481277276, "component_enabled": false, "direct_production_promotion_allowed": false, "directional_hit_rate": 0.5428571428571428, "evaluated_dates": 3, "evaluated_rows": 735, "inverted_hit_rate": 0.4530612244897959, "live_trading_enabled": false, "model_family": "alpaca_options_feature_lab", "next_stage": "disabled_component_ablation", "option_trading_authorized": false, "options_gate_source_view": "research.alpaca_options_feature_readiness_operator_view", "orders_submitted": 0, "positive_edge_date_ratio": 0.6666666666666666, "production_gate_source_view": "research.production_model_promotion_readiness_operator_view", "production_promotion_ready": false, "remaining_evaluated_dates": 17, "risk_orientation": "inverse_risk_filter", "score_return_correlation": 0.15398248982936483, "source_view": "research.alpaca_options_feature_readiness_operator_view" }
options_component_validation	alpaca_options_feature_lab	`option_iv_risk_pressure`	5	not ready	collecting_matured_outcomes	2	20	512	0.0318	0.0026	collecting_matured_outcomes	Keep the component disabled and collect later matured market dates; do not substitute repeated same-date runs for temporal evidence.	metadata { "ablation_ready": false, "aggregate_bucket_return_spread": 0.002910001181895217, "average_daily_bucket_spread": 0.0025506179145693966, "component_enabled": false, "direct_production_promotion_allowed": false, "directional_hit_rate": 0.529296875, "evaluated_dates": 2, "evaluated_rows": 512, "inverted_hit_rate": 0.46484375, "live_trading_enabled": false, "model_family": "alpaca_options_feature_lab", "next_stage": "disabled_component_ablation", "option_trading_authorized": false, "options_gate_source_view": "research.alpaca_options_feature_readiness_operator_view", "orders_submitted": 0, "positive_edge_date_ratio": 1.0, "production_gate_source_view": "research.production_model_promotion_readiness_operator_view", "production_promotion_ready": false, "remaining_evaluated_dates": 18, "risk_orientation": "inverse_risk_filter", "score_return_correlation": 0.031778894773915954, "source_view": "research.alpaca_options_feature_readiness_operator_view" }
options_component_validation	alpaca_options_feature_lab	`option_liquidity_friction`	5	not ready	collecting_matured_outcomes	2	20	512	-0.0744	-0.0123	collecting_matured_outcomes	Keep the component disabled and collect later matured market dates; do not substitute repeated same-date runs for temporal evidence.	metadata { "ablation_ready": false, "aggregate_bucket_return_spread": -0.009022495069201712, "average_daily_bucket_spread": -0.012258990028007653, "component_enabled": false, "direct_production_promotion_allowed": false, "directional_hit_rate": 0.447265625, "evaluated_dates": 2, "evaluated_rows": 512, "inverted_hit_rate": 0.546875, "live_trading_enabled": false, "model_family": "alpaca_options_feature_lab", "next_stage": "disabled_component_ablation", "option_trading_authorized": false, "options_gate_source_view": "research.alpaca_options_feature_readiness_operator_view", "orders_submitted": 0, "positive_edge_date_ratio": 0.0, "production_gate_source_view": "research.production_model_promotion_readiness_operator_view", "production_promotion_ready": false, "remaining_evaluated_dates": 18, "risk_orientation": "inverse_risk_filter", "score_return_correlation": -0.07441386814269639, "source_view": "research.alpaca_options_feature_readiness_operator_view" }
options_component_validation	alpaca_options_feature_lab	`option_put_skew_risk`	5	not ready	collecting_matured_outcomes	2	20	512	-0.0276	-0.0130	collecting_matured_outcomes	Keep the component disabled and collect later matured market dates; do not substitute repeated same-date runs for temporal evidence.	metadata { "ablation_ready": false, "aggregate_bucket_return_spread": -0.0013374046540790088, "average_daily_bucket_spread": -0.013046100509177988, "component_enabled": false, "direct_production_promotion_allowed": false, "directional_hit_rate": 0.466796875, "evaluated_dates": 2, "evaluated_rows": 512, "inverted_hit_rate": 0.52734375, "live_trading_enabled": false, "model_family": "alpaca_options_feature_lab", "next_stage": "disabled_component_ablation", "option_trading_authorized": false, "options_gate_source_view": "research.alpaca_options_feature_readiness_operator_view", "orders_submitted": 0, "positive_edge_date_ratio": 0.5, "production_gate_source_view": "research.production_model_promotion_readiness_operator_view", "production_promotion_ready": false, "remaining_evaluated_dates": 18, "risk_orientation": "inverse_risk_filter", "score_return_correlation": -0.02763406354458545, "source_view": "research.alpaca_options_feature_readiness_operator_view" }
paper_strategy_optimizer	paper_strategy_optimizer	`paper_strategy_optimizer_20260717T030544Z__search`		not ready	minimum_global_time_ordered_signal_dates_not_met	17	126	105,448	0.0000		minimum_global_time_ordered_signal_dates_not_met	Accumulate more distinct stock-opportunity score dates before promoting paper strategy candidates.	metadata { "best_deflated_sharpe_probability": 0, "best_probability_backtest_overfit": null, "candidate_result_count": 2160, "metrics": { "adverse_excursion_observation_count": 105448, "average_adverse_excursion_return": -0.04428775516968307, "candidate_count": 2160, "distinct_dates": 17, "history_rows": 105448, "minimum_candidate_dates": 126, "minimum_sector_dates": 252, "p05_adverse_excursion_return": -0.1639458145189302, "promotion_eligible_count": 0, "reason": "minimum_global_time_ordered_signal_dates_not_met", "remaining_candidate_dates": 109, "remaining_sector_dates": 235, "reviewed_sector_count": 0, "status": "degraded", "stop_loss_policy_count": 14, "stop_loss_trigger_basis": "intrahorizon_adjusted_low", "stop_trigger_coverage_ratio": 1.0, "stop_trigger_rows": 105448, "worst_adverse_excursion_return": -0.8969000586739683 }, "production_gate_source_view": "research.production_model_promotion_readiness_operator_view", "promotion_eligible_count": 0, "relationship_shadow": null, "status": "degraded" }
relationship_weight_training	market_relationship_weight_training	`relationship_exposure_h1`	1	not ready	challenger_rejected_redesign_required	24	20	321,953	0.8714	-0.0351	relationship_challenger_promotion_checks_not_met	Do not repeat the same fit. Keep equal weights and redesign features or model structure before testing a new challenger.	metadata { "feature_families": 28, "first_observation_date": "2026-04-30", "latest_matured_observation_date": "2026-07-13", "latest_observation_date": "2026-07-13", "latest_policy_lifecycle_status": "challenger", "latest_policy_metrics": { "best_ridge_penalty": 0.0, "challenger_directional_accuracy": 0.4055095632315158, "challenger_holdout_test_mse": 0.8714260029938787, "challenger_selection_directional_accuracy": 0.4299894403379092, "challenger_selection_validation_mse": 0.8577516516915091, "challenger_validation_mse": 0.8577516516915091, "distinct_dates": 24, "equal_weight_directional_accuracy": 0.4058901893614997, "equal_weight_holdout_test_mse": 0.8418659091891325, "equal_weight_selection_directional_accuracy": 0.4293558606124604, "equal_weight_selection_validation_mse": 0.8578140337437944, "equal_weight_validation_mse": 0.8578140337437944, "estimated_validation_dates": 6, "evaluation_protocol": "train_select_refit_untouched_test", "feature_count": 17, "fit_training_rows": 60459, "gate_training_rows": 90947, "holdout_test_relative_improvement": -0.03511259154467709, "minimum_training_dates": 20, "minimum_training_rows": 10000, "model_trial_count": 24, "model_trials": [ { "equal_weight_validation_directional_accuracy": 0.4293558606124604, "equal_weight_validation_mse": 0.8578140337437944, "model_family": "nonnegative_ridge_stack", "ridge_penalty": 0.0, "selection_directional_gate_passed": true, "target_mode": "sign_return", "validation_directional_accuracy": 0.4299894403379092, "validation_mse": 0.8577516516915091, "validation_relative_improvement": 7.272211671917107e-05 }, { "equal_weight_validation_directional_accuracy": 0.4293558606124604, "equal_weight_validation_mse": 0.8578140337437944, "model_family": "nonnegative_ridge_stack", "ridge_penalty": 0.01, "selection_directional_gate_passed": true, "target_mode": "sign_return", "validation_directional_accuracy": 0.43009503695881734, "validation_mse": 0.8577875617582176, "validation_relative_improvement": 3.085981872001082e-05 }, { "equal_weight_validation_directional_accuracy": 0.4293558606124604, "equal_weight_validation_mse": 0.8578140337437944, "model_family": "nonnegative_ridge_stack", "ridge_penalty": 0.05, "selection_directional_gate_passed": true, "target_mode": "sign_return", "validation_directional_accuracy": 0.42946145723336854, "validation_mse": 0.8578079467171067, "validation_relative_improvement": 7.095974708095754e-06 }, { "equal_weight_validation_directional_accuracy": 0.4293558606124604, "equal_weight_validation_mse": 0.8578140337437944, "model_family": "nonnegative_ridge_stack", "ridge_penalty": 0.1, "selection_directional_gate_passed": true, "target_mode": "sign_return", "validation_directional_accuracy": 0.4293558606124604, "validation_mse": 0.8578109559126127, "validation_relative_improvement": 3.5879935051473937e-06 }, { "equal_weight_validation_directional_accuracy": 0.4293558606124604, "equal_weight_validation_mse": 0.8578140337437944, "model_family": "nonnegative_ridge_stack", "ridge_penalty": 0.25, "selection_directional_gate_passed": true, "target_mode": "sign_return", "validation_directional_accuracy": 0.4293558606124604, "validation_mse": 0.8578127943769985, "validation_relative_improvement": 1.4447965958876373e-06 }, { "equal_weight_validation_directional_accuracy": 0.4293558606124604, "equal_weight_validation_mse": 0.8578140337437944, "model_family": "nonnegative_ridge_stack", "ridge_penalty": 0.5, "selection_directional_gate_passed": true, "target_mode": "sign_return", "validation_directional_accuracy": 0.4293558606124604, "validation_mse": 0.8578134126878771, "validation_relative_improvement": 7.239983176059234e-07 }, { "equal_weight_validation_directional_accuracy": 0.4293558606124604, "equal_weight_validation_mse": 0.8578140337437944, "model_family": "signed_ridge_stack", "ridge_penalty": 0.0, "selection_directional_gate_passed": true, "target_mode": "sign_return", "validation_directional_accuracy": 0.4449841605068638, "validation_mse": 0.8629014358261397, "validation_relative_improvement": -0.005930658490328136 }, { "equal_weight_validation_directional_accuracy": 0.4293558606124604, "equal_weight_validation_mse": 0.8578140337437944, "model_family": "signed_ridge_stack", "ridge_penalty": ... truncated ...
relationship_weight_training	market_relationship_weight_training	`relationship_exposure_h5`	5	not ready	collecting_prospective_outcomes	20	20	277,443	0.3336	0.0368	collecting_prospective_outcomes	Keep the frozen challenger isolated and collect strictly post-pin scores and matured outcomes; do not promote early.	metadata { "feature_families": 28, "first_observation_date": "2026-04-30", "latest_matured_observation_date": "2026-07-08", "latest_observation_date": "2026-07-13", "latest_policy_lifecycle_status": "challenger", "latest_policy_metrics": { "best_ridge_penalty": 0.1, "challenger_directional_accuracy": 0.4918625678119349, "challenger_holdout_test_mse": 0.33364254402557053, "challenger_selection_directional_accuracy": 0.5280551592962435, "challenger_selection_validation_mse": 0.33252017856257843, "challenger_validation_mse": 0.33252017856257843, "distinct_dates": 20, "equal_weight_directional_accuracy": 0.4738439679669336, "equal_weight_holdout_test_mse": 0.34639801797441355, "equal_weight_selection_directional_accuracy": 0.4810984308131241, "equal_weight_selection_validation_mse": 0.3490097490280978, "equal_weight_validation_mse": 0.3490097490280978, "estimated_validation_dates": 5, "evaluation_protocol": "train_select_refit_untouched_test", "feature_count": 17, "fit_training_rows": 50298, "gate_training_rows": 74194, "holdout_test_relative_improvement": 0.036823172440279946, "minimum_training_dates": 20, "minimum_training_rows": 10000, "model_trial_count": 24, "model_trials": [ { "equal_weight_validation_directional_accuracy": 0.44388968140751306, "equal_weight_validation_mse": 0.9319320591441845, "model_family": "nonnegative_ridge_stack", "ridge_penalty": 0.0, "selection_directional_gate_passed": false, "target_mode": "sign_return", "validation_directional_accuracy": 0.41571564431764146, "validation_mse": 0.9304994290020147, "validation_relative_improvement": 0.001537268868597026 }, { "equal_weight_validation_directional_accuracy": 0.44388968140751306, "equal_weight_validation_mse": 0.9319320591441845, "model_family": "nonnegative_ridge_stack", "ridge_penalty": 0.01, "selection_directional_gate_passed": true, "target_mode": "sign_return", "validation_directional_accuracy": 0.44388968140751306, "validation_mse": 0.9314167161156454, "validation_relative_improvement": 0.0005529834750104254 }, { "equal_weight_validation_directional_accuracy": 0.44388968140751306, "equal_weight_validation_mse": 0.9319320591441845, "model_family": "nonnegative_ridge_stack", "ridge_penalty": 0.05, "selection_directional_gate_passed": true, "target_mode": "sign_return", "validation_directional_accuracy": 0.44388968140751306, "validation_mse": 0.9318123653363479, "validation_relative_improvement": 0.00012843619517341736 }, { "equal_weight_validation_directional_accuracy": 0.44388968140751306, "equal_weight_validation_mse": 0.9319320591441845, "model_family": "nonnegative_ridge_stack", "ridge_penalty": 0.1, "selection_directional_gate_passed": true, "target_mode": "sign_return", "validation_directional_accuracy": 0.44388968140751306, "validation_mse": 0.931871297929628, "validation_relative_improvement": 6.519918910436233e-05 }, { "equal_weight_validation_directional_accuracy": 0.44388968140751306, "equal_weight_validation_mse": 0.9319320591441845, "model_family": "nonnegative_ridge_stack", "ridge_penalty": 0.25, "selection_directional_gate_passed": true, "target_mode": "sign_return", "validation_directional_accuracy": 0.44388968140751306, "validation_mse": 0.9319075309754694, "validation_relative_improvement": 2.63196962422839e-05 }, { "equal_weight_validation_directional_accuracy": 0.44388968140751306, "equal_weight_validation_mse": 0.9319320591441845, "model_family": "nonnegative_ridge_stack", "ridge_penalty": 0.5, "selection_directional_gate_passed": true, "target_mode": "sign_return", "validation_directional_accuracy": 0.44388968140751306, "validation_mse": 0.931919757417417, "validation_relative_improvement": 1.3200239917574967e-05 }, { "equal_weight_validation_directional_accuracy": 0.44388968140751306, "equal_weight_validation_mse": 0.9319320591441845, "model_family": "signed_ridge_stack", "ridge_penalty": 0.0, "selection_directional_gate_passed": false, "target_mode": "sign_return", "validation_directional_accuracy": 0.2022111269614836, "validation_mse": 0.9267322767343403, "validation_relative_improvement": 0.005579572414988368 }, { "equal_weight_validation_directional_accuracy": 0.44388968140751306, "equal_weight_validation_mse": 0.9319320591441845, "model_family": "signed_ridge_stack", "ri ... truncated ...
relationship_weight_training	market_relationship_weight_training	`relationship_exposure_h10`	10	not ready	collecting_matured_outcomes	5	20	98,826			minimum_training_dates_not_met	Continue accumulating matured relationship feature outcomes before training or promotion.	metadata { "feature_families": 12, "first_observation_date": "2026-04-30", "latest_matured_observation_date": "2026-07-02", "latest_observation_date": "2026-07-13", "latest_policy_lifecycle_status": null, "latest_policy_metrics": null, "latest_policy_training_method": null, "latest_policy_validation_end_date": null, "latest_policy_validation_start_date": null, "latest_policy_version": null, "matured_outcome_dates": 5, "matured_outcome_rows": 98826, "observation_dates": 16, "observation_rows": 175138, "production_gate_source_view": "research.production_model_promotion_readiness_operator_view", "relationship_shadow": null }
relationship_weight_training	market_relationship_weight_training	`relationship_exposure_h20`	20	not ready	collecting_matured_outcomes	5	20	17,103			minimum_training_dates_not_met	Continue accumulating matured relationship feature outcomes before training or promotion.	metadata { "feature_families": 16, "first_observation_date": "2026-06-10", "latest_matured_observation_date": "2026-06-15", "latest_observation_date": "2026-07-02", "latest_policy_lifecycle_status": null, "latest_policy_metrics": null, "latest_policy_training_method": null, "latest_policy_validation_end_date": null, "latest_policy_validation_start_date": null, "latest_policy_version": null, "matured_outcome_dates": 5, "matured_outcome_rows": 17103, "observation_dates": 14, "observation_rows": 394207, "production_gate_source_view": "research.production_model_promotion_readiness_operator_view", "relationship_shadow": null }
relationship_weight_training	market_relationship_weight_training	`relationship_exposure_h21`	21	not ready	collecting_matured_outcomes	1	20	7,434			minimum_training_rows_not_met	Continue accumulating matured relationship feature outcomes before training or promotion.	metadata { "feature_families": 12, "first_observation_date": "2026-04-30", "latest_matured_observation_date": "2026-06-15", "latest_observation_date": "2026-07-13", "latest_policy_lifecycle_status": null, "latest_policy_metrics": null, "latest_policy_training_method": null, "latest_policy_validation_end_date": null, "latest_policy_validation_start_date": null, "latest_policy_version": null, "matured_outcome_dates": 1, "matured_outcome_rows": 7434, "observation_dates": 16, "observation_rows": 175138, "production_gate_source_view": "research.production_model_promotion_readiness_operator_view", "relationship_shadow": null }
relationship_weight_training	market_relationship_weight_training	`relationship_exposure_h63`	63	not ready	collecting_observations	0	20	0			minimum_training_rows_not_met	Continue accumulating matured relationship feature outcomes before training or promotion.	metadata { "feature_families": 12, "first_observation_date": "2026-04-30", "latest_matured_observation_date": null, "latest_observation_date": "2026-07-13", "latest_policy_lifecycle_status": null, "latest_policy_metrics": null, "latest_policy_training_method": null, "latest_policy_validation_end_date": null, "latest_policy_validation_start_date": null, "latest_policy_version": null, "matured_outcome_dates": 0, "matured_outcome_rows": 0, "observation_dates": 16, "observation_rows": 175138, "production_gate_source_view": "research.production_model_promotion_readiness_operator_view", "relationship_shadow": null }
stock_opportunity_research_stack	stock_opportunity_ensemble	`research_h1_all_current_research_20260718T213525Z`	1	not ready	minimum_promotion_dates_not_met	28	60	118,600	0.3276	0.0071	minimum_promotion_dates_not_met	Continue collecting point-in-time outcomes and rerun research training after daily refreshes mature.	metadata { "configured_weights": 38, "metrics": { "best_ridge_penalty": 0.1, "champion_aligned_validation_mse": 0.32989332491296575, "champion_baseline_status": "reconstructible", "champion_configured_weight": 0.5746, "champion_directional_accuracy": 0.21340735015107862, "champion_holdout_test_mse": 0.32989332491296575, "champion_matched_feature_count": 8, "champion_matched_weight": 0.5746, "champion_observation_date_coverage_ratio": 0.6406195614340411, "champion_weight_coverage_ratio": 1.0, "distinct_dates": 28, "equal_weight_directional_accuracy": 0.5037242639308551, "equal_weight_holdout_test_mse": 0.32847241096188634, "equal_weight_validation_mse": 0.32847241096188634, "evaluation_protocol": "train_select_refit_untouched_test", "excluded_sparse_feature_keys": [ "census_activity_pressure_score__h1" ], "feature_count": 38, "feature_date_coverage": { "analyst_forecaster_alpha__h1": { "coverage_ratio": 0.5, "matrix_dates": 28, "observed_dates": 14 }, "energy_commodity_exposure_score__h1": { "coverage_ratio": 0.5, "matrix_dates": 28, "observed_dates": 14 }, "fundamental_quality__h1": { "coverage_ratio": 0.6428571428571429, "matrix_dates": 28, "observed_dates": 18 }, "fundamental_value__h1": { "coverage_ratio": 0.6428571428571429, "matrix_dates": 28, "observed_dates": 18 }, "governance_risk__h1": { "coverage_ratio": 0.6428571428571429, "matrix_dates": 28, "observed_dates": 18 }, "government_trade_activity__h1": { "coverage_ratio": 0.5357142857142857, "matrix_dates": 28, "observed_dates": 15 }, "historical_price_factor_alpha__h1": { "coverage_ratio": 0.75, "matrix_dates": 28, "observed_dates": 21 }, "identity_corporate_structure_risk__h1": { "coverage_ratio": 0.5, "matrix_dates": 28, "observed_dates": 14 }, "liquidity_dilution_risk__h1": { "coverage_ratio": 0.6428571428571429, "matrix_dates": 28, "observed_dates": 18 }, "macro_regime_pressure_score__h1": { "coverage_ratio": 0.5, "matrix_dates": 28, "observed_dates": 14 }, "markov_state_blend__h1": { "coverage_ratio": 0.6428571428571429, "matrix_dates": 28, "observed_dates": 18 }, "neural_market_horizon__h1": { "coverage_ratio": 0.6428571428571429, "matrix_dates": 28, "observed_dates": 18 }, "news_analyst_revision_event__h1": { "coverage_ratio": 0.6428571428571429, "matrix_dates": 28, "observed_dates": 18 }, "news_capital_return_event__h1": { "coverage_ratio": 0.6428571428571429, "matrix_dates": 28, "observed_dates": 18 }, "news_corporate_action_event__h1": { "coverage_ratio": 0.6428571428571429, "matrix_dates": 28, "observed_dates": 18 }, "news_cybersecurity_event__h1": { "coverage_ratio": 0.6071428571428571, "matrix_dates": 28, "observed_dates": 17 }, "news_earnings_event__h1": { "coverage_ratio": 0.6428571428571429, "matrix_dates": 28, "observed_dates": 18 }, "news_event_intelligence__h1": { "coverage_ratio": 0.6428571428571429, "matrix_dates": 28, "observed_dates": 18 }, "news_financing_liquidity_event__h1": { "coverage_ratio": 0.6428571428571429, "matrix_dates": 28, "observed_dates": 18 }, "news_forecaster_reliability_overlay__h1": { "coverage_ratio": 0.5, "matrix_dates": 28, "observed_dates": 14 }, "news_issuer_release_event__h1": { "coverage_ratio": 0.6428571428571429, "matrix_dates": 28, "observed_dates": 18 }, "news_macro_sector_event__h1": { "coverage_ratio": 0.6071428571428571, "matrix_dates": 28, "observed_dates": 17 }, "news_market_opinion_event__h1": { "coverage_ratio": 0.6071428571428571, "matrix_dates": 28, "observed_dates": 17 }, "news_operational_labor_event__h1": { "coverage_ratio": 0.6071428571428571, "matrix_dates": 28, "observed_dates": 17 }, "news_product_contract_event__h1": { "coverage_ratio": 0.6071428571428571, "matrix_dates": 28, "observed_dates": 17 }, "news_regulatory_event__h1": { "coverage_ratio": 0.6428571428571429, "matrix_dates": 28, "observed_dates": 18 }, "relationship_exposure_score__h1": { "coverage_ratio": 0.8571428571428571, "matrix_dates": 28, "observed_dates": 24 ... truncated ...
stock_opportunity_research_stack	stock_opportunity_ensemble	`research_h1_champion_enabled_eligible_20260718T213348Z`	1	not ready	minimum_promotion_dates_not_met	18	60	32,146	0.3334	0.0257	minimum_promotion_dates_not_met	Continue collecting point-in-time outcomes and rerun research training after daily refreshes mature.	metadata { "configured_weights": 30, "metrics": { "best_ridge_penalty": 0.25, "champion_aligned_validation_mse": 0.3421546331707683, "champion_baseline_status": "reconstructible", "champion_configured_weight": 0.5746, "champion_directional_accuracy": 0.5074578116494284, "champion_holdout_test_mse": 0.3421546331707683, "champion_matched_feature_count": 8, "champion_matched_weight": 0.5746, "champion_observation_date_coverage_ratio": 0.9965193177862861, "champion_weight_coverage_ratio": 1.0, "distinct_dates": 18, "equal_weight_directional_accuracy": 0.510506260206859, "equal_weight_holdout_test_mse": 0.337031150558719, "equal_weight_validation_mse": 0.337031150558719, "evaluation_protocol": "train_select_refit_untouched_test", "excluded_sparse_feature_keys": [], "feature_count": 30, "feature_date_coverage": { "fundamental_quality__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "fundamental_value__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "governance_risk__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "government_trade_activity__h1": { "coverage_ratio": 0.8333333333333334, "matrix_dates": 18, "observed_dates": 15 }, "liquidity_dilution_risk__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "markov_state_blend__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "neural_market_horizon__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "news_analyst_revision_event__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "news_capital_return_event__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "news_corporate_action_event__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "news_cybersecurity_event__h1": { "coverage_ratio": 0.9444444444444444, "matrix_dates": 18, "observed_dates": 17 }, "news_earnings_event__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "news_event_intelligence__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "news_financing_liquidity_event__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "news_issuer_release_event__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "news_macro_sector_event__h1": { "coverage_ratio": 0.9444444444444444, "matrix_dates": 18, "observed_dates": 17 }, "news_market_opinion_event__h1": { "coverage_ratio": 0.9444444444444444, "matrix_dates": 18, "observed_dates": 17 }, "news_operational_labor_event__h1": { "coverage_ratio": 0.9444444444444444, "matrix_dates": 18, "observed_dates": 17 }, "news_product_contract_event__h1": { "coverage_ratio": 0.9444444444444444, "matrix_dates": 18, "observed_dates": 17 }, "news_regulatory_event__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "sec_accounting_quality__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "sec_capital_structure_dilution__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "sec_cyber_legal_regulatory__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "sec_disclosure_change_risk__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "sec_distress_financing__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "sec_governance_related_party__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "sec_insider_behavior__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "sec_material_event_intelligence__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "sec_merger_corporate_action__h1": { "coverage_ratio": 1.0, "matrix_dates": 18, "observed_dates": 18 }, "sec_ownership_co ... truncated ...
stock_opportunity_research_stack	stock_opportunity_ensemble	`research_h5_all_current_research_20260719T015132Z`	5	not ready	minimum_promotion_dates_not_met	31	60	112,592	0.3332	-0.0010	minimum_promotion_dates_not_met	Continue collecting point-in-time outcomes and rerun research training after daily refreshes mature.	metadata { "configured_weights": 13, "metrics": { "best_ridge_penalty": 0.0, "champion_aligned_validation_mse": 0.3328208173041228, "champion_baseline_status": "reconstructible", "champion_configured_weight": 0.1555, "champion_directional_accuracy": 0.19428665968124414, "champion_holdout_test_mse": 0.3328208173041228, "champion_matched_feature_count": 3, "champion_matched_weight": 0.1555, "champion_observation_date_coverage_ratio": 0.5421636759672233, "champion_weight_coverage_ratio": 1.0, "distinct_dates": 31, "equal_weight_directional_accuracy": 0.49975183367341314, "equal_weight_holdout_test_mse": 0.3334746174835675, "equal_weight_validation_mse": 0.3334746174835675, "evaluation_protocol": "train_select_refit_untouched_test", "excluded_sparse_feature_keys": [ "census_activity_pressure_score__h5" ], "feature_count": 13, "feature_date_coverage": { "analyst_forecaster_alpha__h5": { "coverage_ratio": 0.41935483870967744, "matrix_dates": 31, "observed_dates": 13 }, "energy_commodity_exposure_score__h5": { "coverage_ratio": 0.45161290322580644, "matrix_dates": 31, "observed_dates": 14 }, "government_trade_activity__h5": { "coverage_ratio": 0.45161290322580644, "matrix_dates": 31, "observed_dates": 14 }, "historical_dividend_policy_alpha__h5": { "coverage_ratio": 0.5806451612903226, "matrix_dates": 31, "observed_dates": 18 }, "historical_earnings_surprise_alpha__h5": { "coverage_ratio": 0.5806451612903226, "matrix_dates": 31, "observed_dates": 18 }, "historical_fundamental_factor_alpha__h5": { "coverage_ratio": 0.5806451612903226, "matrix_dates": 31, "observed_dates": 18 }, "historical_price_factor_alpha__h5": { "coverage_ratio": 0.7741935483870968, "matrix_dates": 31, "observed_dates": 24 }, "historical_sec_filing_event_alpha__h5": { "coverage_ratio": 0.5806451612903226, "matrix_dates": 31, "observed_dates": 18 }, "macro_regime_pressure_score__h5": { "coverage_ratio": 0.45161290322580644, "matrix_dates": 31, "observed_dates": 14 }, "markov_state_blend__h5": { "coverage_ratio": 0.5483870967741935, "matrix_dates": 31, "observed_dates": 17 }, "neural_market_horizon__h5": { "coverage_ratio": 0.5483870967741935, "matrix_dates": 31, "observed_dates": 17 }, "news_forecaster_reliability_overlay__h5": { "coverage_ratio": 0.41935483870967744, "matrix_dates": 31, "observed_dates": 13 }, "relationship_exposure_score__h5": { "coverage_ratio": 0.6774193548387096, "matrix_dates": 31, "observed_dates": 21 } }, "feature_transform_count": 1, "feature_transform_mode": "queue_driven_inverse_risk", "fit_training_dates": 19, "fit_training_rows": 91960, "holdout_test_relative_champion_improvement": -0.0010351080849174017, "horizon": 5, "inverted_risk_feature_keys": [ "energy_commodity_exposure_score__h5" ], "minimum_champion_observation_date_coverage": 0.4, "minimum_champion_weight_coverage": 0.95, "minimum_feature_dates_required": 9, "minimum_promotion_dates": 60, "minimum_relative_selection_improvement": 0.01, "minimum_relative_test_improvement": 0.01, "promotion_blocked_reason": "minimum_promotion_dates_not_met", "promotion_checks": { "champion_observation_date_coverage": true, "champion_weight_coverage": true, "minimum_total_dates": false, "selection_validation_lift": false, "untouched_test_directional_accuracy": true, "untouched_test_lift": false }, "promotion_ready_for_operator_review": false, "relative_champion_improvement": -0.0010351080849174017, "research_directional_accuracy": 0.36585231346164454, "research_holdout_test_mse": 0.3331653228229431, "research_only": true, "research_validation_mse": 0.3331653228229431, "scope_key": "all_current_research", "selection_champion_directional_accuracy": 0.2202404032570764, "selection_champion_validation_mse": 0.3337005305337468, "selection_equal_weight_directional_accuracy": 0.4877374951531601, "selection_equal_weight_validation_mse": 0.33425560374272695, "selection_relative_champion_improvement": 0.001537529308980642, "selection_research_directional_accuracy": 0.30011632415664985, "selection_research_validation_mse": 0.3331874561876288, "selection_validation_dates": 6, "selection_validation_rows": 20632, "target_mode": "cross_sectional_rank", "test_dates": 6, "test_end_date": "2026-07-10", "test_rows": 18133, "test_start_da ... truncated ...
stock_opportunity_research_stack	stock_opportunity_ensemble	`research_h5_champion_enabled_eligible_20260718T213548Z`	5	not ready	minimum_promotion_dates_not_met	17	60	32,110	0.3323	-0.0015	minimum_promotion_dates_not_met	Continue collecting point-in-time outcomes and rerun research training after daily refreshes mature.	metadata { "configured_weights": 3, "metrics": { "best_ridge_penalty": 0.0, "champion_aligned_validation_mse": 0.3317749710597085, "champion_baseline_status": "reconstructible", "champion_configured_weight": 0.1555, "champion_directional_accuracy": 0.5192783355157864, "champion_holdout_test_mse": 0.3317749710597085, "champion_matched_feature_count": 3, "champion_matched_weight": 0.1555, "champion_observation_date_coverage_ratio": 0.9886514091167014, "champion_weight_coverage_ratio": 1.0, "distinct_dates": 17, "equal_weight_directional_accuracy": 0.5191328386439692, "equal_weight_holdout_test_mse": 0.332546313826815, "equal_weight_validation_mse": 0.332546313826815, "evaluation_protocol": "train_select_refit_untouched_test", "excluded_sparse_feature_keys": [], "feature_count": 3, "feature_date_coverage": { "government_trade_activity__h5": { "coverage_ratio": 0.8235294117647058, "matrix_dates": 17, "observed_dates": 14 }, "markov_state_blend__h5": { "coverage_ratio": 1.0, "matrix_dates": 17, "observed_dates": 17 }, "neural_market_horizon__h5": { "coverage_ratio": 1.0, "matrix_dates": 17, "observed_dates": 17 } }, "feature_transform_count": 0, "feature_transform_mode": "raw", "fit_training_dates": 11, "fit_training_rows": 25244, "holdout_test_relative_champion_improvement": -0.0015033890379797772, "horizon": 5, "inverted_risk_feature_keys": [], "minimum_champion_observation_date_coverage": 0.4, "minimum_champion_weight_coverage": 0.95, "minimum_feature_dates_required": 5, "minimum_promotion_dates": 60, "minimum_relative_selection_improvement": 0.01, "minimum_relative_test_improvement": 0.01, "promotion_blocked_reason": "minimum_promotion_dates_not_met", "promotion_checks": { "champion_observation_date_coverage": true, "champion_weight_coverage": true, "minimum_total_dates": false, "selection_validation_lift": false, "untouched_test_directional_accuracy": true, "untouched_test_lift": false }, "promotion_ready_for_operator_review": false, "relative_champion_improvement": -0.0015033890379797772, "research_directional_accuracy": 0.5204423104903244, "research_holdout_test_mse": 0.3322737579142757, "research_only": true, "research_validation_mse": 0.3322737579142757, "scope_key": "champion_enabled_eligible", "selection_champion_directional_accuracy": 0.49344596562773085, "selection_champion_validation_mse": 0.33341409476726397, "selection_equal_weight_directional_accuracy": 0.48674628604718906, "selection_equal_weight_validation_mse": 0.33387026245692436, "selection_relative_champion_improvement": -0.0010252795280339443, "selection_research_directional_accuracy": 0.4880570929216429, "selection_research_validation_mse": 0.3337559374129868, "selection_validation_dates": 3, "selection_validation_rows": 6866, "target_mode": "cross_sectional_rank", "test_dates": 3, "test_end_date": "2026-07-08", "test_rows": 6873, "test_start_date": "2026-07-02", "top_positive_weights": [ { "feature_key": "neural_market_horizon__h5", "feature_transform": "raw", "weight": 0.40595951328840785 }, { "feature_key": "markov_state_blend__h5", "feature_transform": "raw", "weight": 0.3558300828726404 }, { "feature_key": "government_trade_activity__h5", "feature_transform": "raw", "weight": 0.2382104038389518 } ], "training_mode": "three_block_cross_sectional_research_stack_v2", "training_rows": 32110, "trial_count": 5, "validation_rows": 6866 }, "production_gate_source_view": "research.production_model_promotion_readiness_operator_view", "relationship_shadow": null, "scope_key": "champion_enabled_eligible", "training_method": "nonnegative_ridge_stack" }
stock_opportunity_research_stack	stock_opportunity_ensemble	`research_h10_all_current_research_20260719T015215Z`	10	not ready	minimum_promotion_dates_not_met	15	60	27,605	0.3481	-0.0451	minimum_promotion_dates_not_met	Continue collecting point-in-time outcomes and rerun research training after daily refreshes mature.	metadata { "configured_weights": 3, "metrics": { "best_ridge_penalty": 0.25, "champion_aligned_validation_mse": 0.33308600343133277, "champion_baseline_status": "reconstructible", "champion_configured_weight": 0.1164, "champion_directional_accuracy": 0.505738776696208, "champion_holdout_test_mse": 0.33308600343133277, "champion_matched_feature_count": 2, "champion_matched_weight": 0.1164, "champion_observation_date_coverage_ratio": 1.0, "champion_weight_coverage_ratio": 1.0, "distinct_dates": 15, "equal_weight_directional_accuracy": 0.4567775679209647, "equal_weight_holdout_test_mse": 0.3482030236539541, "equal_weight_validation_mse": 0.3482030236539541, "evaluation_protocol": "train_select_refit_untouched_test", "excluded_sparse_feature_keys": [], "feature_count": 3, "feature_date_coverage": { "markov_state_blend__h10": { "coverage_ratio": 1.0, "matrix_dates": 15, "observed_dates": 15 }, "neural_market_horizon__h10": { "coverage_ratio": 1.0, "matrix_dates": 15, "observed_dates": 15 }, "relationship_exposure_score__h10": { "coverage_ratio": 0.4666666666666667, "matrix_dates": 15, "observed_dates": 7 } }, "feature_transform_count": 0, "feature_transform_mode": "raw", "fit_training_dates": 9, "fit_training_rows": 20741, "holdout_test_relative_champion_improvement": -0.04513668834014823, "horizon": 10, "inverted_risk_feature_keys": [], "minimum_champion_observation_date_coverage": 0.4, "minimum_champion_weight_coverage": 0.95, "minimum_feature_dates_required": 5, "minimum_promotion_dates": 60, "minimum_relative_selection_improvement": 0.01, "minimum_relative_test_improvement": 0.01, "promotion_blocked_reason": "minimum_promotion_dates_not_met", "promotion_checks": { "champion_observation_date_coverage": true, "champion_weight_coverage": true, "minimum_total_dates": false, "selection_validation_lift": false, "untouched_test_directional_accuracy": false, "untouched_test_lift": false }, "promotion_ready_for_operator_review": false, "relative_champion_improvement": -0.04513668834014823, "research_directional_accuracy": 0.45663228243498477, "research_holdout_test_mse": 0.3481204025586784, "research_only": true, "research_validation_mse": 0.3481204025586784, "scope_key": "all_current_research", "selection_champion_directional_accuracy": 0.47596153846153844, "selection_champion_validation_mse": 0.3354544570759986, "selection_equal_weight_directional_accuracy": 0.4737762237762238, "selection_equal_weight_validation_mse": 0.33818943078539426, "selection_relative_champion_improvement": -0.008241301654706368, "selection_research_directional_accuracy": 0.47406759906759904, "selection_research_validation_mse": 0.33821903844817763, "selection_validation_dates": 3, "selection_validation_rows": 6864, "target_mode": "cross_sectional_rank", "test_dates": 3, "test_end_date": "2026-07-02", "test_rows": 6883, "test_start_date": "2026-06-29", "top_positive_weights": [ { "feature_key": "markov_state_blend__h10", "feature_transform": "raw", "weight": 0.335365853802915 }, { "feature_key": "neural_market_horizon__h10", "feature_transform": "raw", "weight": 0.33281713689563114 }, { "feature_key": "relationship_exposure_score__h10", "feature_transform": "raw", "weight": 0.33181700930145386 } ], "training_mode": "three_block_cross_sectional_research_stack_v2", "training_rows": 27605, "trial_count": 5, "validation_rows": 6864 }, "production_gate_source_view": "research.production_model_promotion_readiness_operator_view", "relationship_shadow": null, "scope_key": "all_current_research", "training_method": "nonnegative_ridge_stack" }
stock_opportunity_research_stack	stock_opportunity_ensemble	`research_h10_champion_enabled_eligible_20260719T015153Z`	10	not ready	minimum_promotion_dates_not_met	15	60	27,492	0.3331	0.0000	minimum_promotion_dates_not_met	Continue collecting point-in-time outcomes and rerun research training after daily refreshes mature.	metadata { "configured_weights": 2, "metrics": { "best_ridge_penalty": 0.0, "champion_aligned_validation_mse": 0.333094535618116, "champion_baseline_status": "reconstructible", "champion_configured_weight": 0.1164, "champion_directional_accuracy": 0.5059098205165621, "champion_holdout_test_mse": 0.333094535618116, "champion_matched_feature_count": 2, "champion_matched_weight": 0.1164, "champion_observation_date_coverage_ratio": 1.0, "champion_weight_coverage_ratio": 1.0, "distinct_dates": 15, "equal_weight_directional_accuracy": 0.5051802130453816, "equal_weight_holdout_test_mse": 0.33322129955583724, "equal_weight_validation_mse": 0.33322129955583724, "evaluation_protocol": "train_select_refit_untouched_test", "excluded_sparse_feature_keys": [], "feature_count": 2, "feature_date_coverage": { "markov_state_blend__h10": { "coverage_ratio": 1.0, "matrix_dates": 15, "observed_dates": 15 }, "neural_market_horizon__h10": { "coverage_ratio": 1.0, "matrix_dates": 15, "observed_dates": 15 } }, "feature_transform_count": 0, "feature_transform_mode": "raw", "fit_training_dates": 9, "fit_training_rows": 20643, "holdout_test_relative_champion_improvement": 3.543548985827642e-05, "horizon": 10, "inverted_risk_feature_keys": [], "minimum_champion_observation_date_coverage": 0.4, "minimum_champion_weight_coverage": 0.95, "minimum_feature_dates_required": 5, "minimum_promotion_dates": 60, "minimum_relative_selection_improvement": 0.01, "minimum_relative_test_improvement": 0.01, "promotion_blocked_reason": "minimum_promotion_dates_not_met", "promotion_checks": { "champion_observation_date_coverage": true, "champion_weight_coverage": true, "minimum_total_dates": false, "selection_validation_lift": false, "untouched_test_directional_accuracy": false, "untouched_test_lift": false }, "promotion_ready_for_operator_review": false, "relative_champion_improvement": 3.543548985827642e-05, "research_directional_accuracy": 0.5054720560338538, "research_holdout_test_mse": 0.3330827322500773, "research_only": true, "research_validation_mse": 0.3330827322500773, "scope_key": "champion_enabled_eligible", "selection_champion_directional_accuracy": 0.4759818951671777, "selection_champion_validation_mse": 0.3355388552390011, "selection_equal_weight_directional_accuracy": 0.47700394218134035, "selection_equal_weight_validation_mse": 0.33562211321416474, "selection_relative_champion_improvement": 6.982405273241467e-05, "selection_research_directional_accuracy": 0.47539786830194186, "selection_research_validation_mse": 0.33551542655627914, "selection_validation_dates": 3, "selection_validation_rows": 6849, "target_mode": "cross_sectional_rank", "test_dates": 3, "test_end_date": "2026-07-02", "test_rows": 6853, "test_start_date": "2026-06-29", "top_positive_weights": [ { "feature_key": "markov_state_blend__h10", "feature_transform": "raw", "weight": 0.7210799897527729 }, { "feature_key": "neural_market_horizon__h10", "feature_transform": "raw", "weight": 0.2789200102472271 } ], "training_mode": "three_block_cross_sectional_research_stack_v2", "training_rows": 27492, "trial_count": 5, "validation_rows": 6849 }, "production_gate_source_view": "research.production_model_promotion_readiness_operator_view", "relationship_shadow": null, "scope_key": "champion_enabled_eligible", "training_method": "nonnegative_ridge_stack" }
stock_opportunity_research_stack	stock_opportunity_ensemble	`research_h20_all_current_research_20260718T213759Z`	20	not ready	champion_weight_coverage_not_met	10	60	14,081	0.3328		champion_weight_coverage_not_met	Continue collecting point-in-time outcomes and rerun research training after daily refreshes mature.	metadata { "configured_weights": 38, "metrics": { "best_ridge_penalty": 0.0, "champion_aligned_validation_mse": null, "champion_baseline_status": "not_reconstructible_equal_weight_reference_only", "champion_configured_weight": 0.0, "champion_directional_accuracy": null, "champion_holdout_test_mse": null, "champion_matched_feature_count": 0, "champion_matched_weight": 0.0, "champion_observation_date_coverage_ratio": 0.0, "champion_weight_coverage_ratio": 0.0, "distinct_dates": 10, "equal_weight_directional_accuracy": 0.452638270820089, "equal_weight_holdout_test_mse": 0.3330633732101609, "equal_weight_validation_mse": 0.3330633732101609, "evaluation_protocol": "train_select_refit_untouched_test", "excluded_sparse_feature_keys": [ "bea_supply_chain_pressure_score__h20", "energy_commodity_exposure_score__h20" ], "feature_count": 38, "feature_date_coverage": { "altman_solvency_strength_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "analyst_forecaster_alpha__h20": { "coverage_ratio": 0.6, "matrix_dates": 10, "observed_dates": 6 }, "asset_backed_value_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "beneficial_ownership_control_signal__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "beneish_accounting_quality_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "capital_efficiency_value_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "cash_flow_yield_value_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "commodity_carry_value_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "commodity_inventory_positioning_value_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "cost_of_capital_adjusted_value_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "distress_adjusted_value_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "dividend_income_value_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "explicit_dcf_scenario_value_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "factor_tilt_value_quality_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "forward_estimate_value_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "graham_deep_value_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "growth_at_reasonable_price_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "macro_regime_pressure_score__h20": { "coverage_ratio": 0.5, "matrix_dates": 10, "observed_dates": 5 }, "magic_formula_value_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "mna_private_market_activity_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "net_cash_optionality_value_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "news_forecaster_reliability_overlay__h20": { "coverage_ratio": 0.6, "matrix_dates": 10, "observed_dates": 6 }, "peer_relative_value_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "piotroski_financial_strength_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "quality_compounder_value_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "relationship_exposure_score__h20": { "coverage_ratio": 0.6, "matrix_dates": 10, "observed_dates": 6 }, "relative_multiples_value_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "residual_income_value_score__h20": { "coverage_ratio": 0.7, "matrix_dates": 10, "observed_dates": 7 }, "reverse_dcf ... truncated ...
stock_opportunity_research_stack	stock_opportunity_ensemble	`research_h21_all_current_research_20260719T015332Z`	21	not ready	champion_weight_coverage_not_met	71	60	7,251	0.3549		champion_weight_coverage_not_met	Continue collecting point-in-time outcomes and rerun research training after daily refreshes mature.	metadata { "configured_weights": 7, "metrics": { "best_ridge_penalty": 0.05, "champion_aligned_validation_mse": null, "champion_baseline_status": "not_reconstructible_equal_weight_reference_only", "champion_configured_weight": 0.0953, "champion_directional_accuracy": null, "champion_holdout_test_mse": null, "champion_matched_feature_count": 0, "champion_matched_weight": 0.0, "champion_observation_date_coverage_ratio": 0.0, "champion_weight_coverage_ratio": 0.0, "distinct_dates": 71, "equal_weight_directional_accuracy": 0.49297752808988765, "equal_weight_holdout_test_mse": 0.529774864866958, "equal_weight_validation_mse": 0.529774864866958, "evaluation_protocol": "train_select_refit_untouched_test", "excluded_sparse_feature_keys": [ "factor_adjusted_residual_momentum__h21", "government_trade_activity__h21", "historical_dividend_policy_alpha__h21", "historical_earnings_surprise_alpha__h21", "historical_fundamental_factor_alpha__h21", "historical_price_factor_alpha__h21", "historical_sec_filing_event_alpha__h21", "markov_state_blend__h21", "neural_market_horizon__h21", "relationship_exposure_score__h21" ], "feature_count": 7, "feature_date_coverage": { "sec_notes_accounting_quality_risk__h21": { "coverage_ratio": 1.0, "matrix_dates": 71, "observed_dates": 71 }, "sec_notes_concentration_supply_risk__h21": { "coverage_ratio": 1.0, "matrix_dates": 71, "observed_dates": 71 }, "sec_notes_debt_liquidity_risk__h21": { "coverage_ratio": 1.0, "matrix_dates": 71, "observed_dates": 71 }, "sec_notes_dilution_instrument_risk__h21": { "coverage_ratio": 1.0, "matrix_dates": 71, "observed_dates": 71 }, "sec_notes_legal_contingency_risk__h21": { "coverage_ratio": 1.0, "matrix_dates": 71, "observed_dates": 71 }, "sec_notes_related_party_risk__h21": { "coverage_ratio": 1.0, "matrix_dates": 71, "observed_dates": 71 }, "sec_notes_segment_complexity_signal__h21": { "coverage_ratio": 1.0, "matrix_dates": 71, "observed_dates": 71 } }, "feature_transform_count": 0, "feature_transform_mode": "raw", "fit_training_dates": 43, "fit_training_rows": 4367, "holdout_test_relative_champion_improvement": null, "horizon": 21, "inverted_risk_feature_keys": [], "minimum_champion_observation_date_coverage": 0.4, "minimum_champion_weight_coverage": 0.95, "minimum_feature_dates_required": 20, "minimum_promotion_dates": 60, "minimum_relative_selection_improvement": 0.01, "minimum_relative_test_improvement": 0.01, "promotion_blocked_reason": "champion_weight_coverage_not_met", "promotion_checks": { "champion_observation_date_coverage": false, "champion_weight_coverage": false, "minimum_total_dates": true, "selection_validation_lift": false, "untouched_test_directional_accuracy": false, "untouched_test_lift": false }, "promotion_ready_for_operator_review": false, "relative_champion_improvement": null, "research_directional_accuracy": 0.49087078651685395, "research_holdout_test_mse": 0.3549379802808203, "research_only": true, "research_validation_mse": 0.3549379802808203, "scope_key": "all_current_research", "selection_champion_directional_accuracy": null, "selection_champion_validation_mse": null, "selection_equal_weight_directional_accuracy": 0.4961858529819695, "selection_equal_weight_validation_mse": 0.5327089944507797, "selection_relative_champion_improvement": null, "selection_research_directional_accuracy": 0.49271844660194175, "selection_research_validation_mse": 0.34975203225054746, "selection_validation_dates": 14, "selection_validation_rows": 2884, "target_mode": "cross_sectional_rank", "test_dates": 14, "test_end_date": "2026-05-29", "test_rows": 1424, "test_start_date": "2026-05-11", "top_positive_weights": [ { "feature_key": "sec_notes_segment_complexity_signal__h21", "feature_transform": "raw", "weight": 0.8165349182581835 }, { "feature_key": "sec_notes_related_party_risk__h21", "feature_transform": "raw", "weight": 0.15831781835011316 }, { "feature_key": "sec_notes_accounting_quality_risk__h21", "feature_transform": "raw", "weight": 0.025147263391703444 } ], "training_mode": "three_block_cross_sectional_research_stack_v2", "training_rows": 7251, "trial_count": 5, "validation_rows": 2884 }, "production_gate_source_view": "research.production_model_promotion_readiness_operator_view", "relationship_shadow": null, " ... truncated ...
stock_opportunity_research_stack	stock_opportunity_ensemble	`research_h21_champion_enabled_eligible_20260719T015312Z`	21	not ready	champion_weight_coverage_not_met	6	60	11,432	0.3362	-0.0001	champion_weight_coverage_not_met	Continue collecting point-in-time outcomes and rerun research training after daily refreshes mature.	metadata { "configured_weights": 2, "metrics": { "best_ridge_penalty": 0.0, "champion_aligned_validation_mse": 0.336181813805076, "champion_baseline_status": "reconstructible", "champion_configured_weight": 0.0953, "champion_directional_accuracy": 0.4820175438596491, "champion_holdout_test_mse": 0.336181813805076, "champion_matched_feature_count": 2, "champion_matched_weight": 0.0873, "champion_observation_date_coverage_ratio": 1.0, "champion_weight_coverage_ratio": 0.9160545645330536, "distinct_dates": 6, "equal_weight_directional_accuracy": 0.4850877192982456, "equal_weight_holdout_test_mse": 0.3366813710572115, "equal_weight_validation_mse": 0.3366813710572115, "evaluation_protocol": "train_select_refit_untouched_test", "excluded_sparse_feature_keys": [ "government_trade_activity__h21" ], "feature_count": 2, "feature_date_coverage": { "markov_state_blend__h21": { "coverage_ratio": 1.0, "matrix_dates": 6, "observed_dates": 6 }, "neural_market_horizon__h21": { "coverage_ratio": 1.0, "matrix_dates": 6, "observed_dates": 6 } }, "feature_transform_count": 0, "feature_transform_mode": "raw", "fit_training_dates": 4, "fit_training_rows": 9158, "holdout_test_relative_champion_improvement": -5.2420262396380357e-05, "horizon": 21, "inverted_risk_feature_keys": [], "minimum_champion_observation_date_coverage": 0.4, "minimum_champion_weight_coverage": 0.95, "minimum_feature_dates_required": 5, "minimum_promotion_dates": 60, "minimum_relative_selection_improvement": 0.01, "minimum_relative_test_improvement": 0.01, "promotion_blocked_reason": "champion_weight_coverage_not_met", "promotion_checks": { "champion_observation_date_coverage": true, "champion_weight_coverage": false, "minimum_total_dates": false, "selection_validation_lift": false, "untouched_test_directional_accuracy": false, "untouched_test_lift": false }, "promotion_ready_for_operator_review": false, "relative_champion_improvement": -5.2420262396380357e-05, "research_directional_accuracy": 0.481140350877193, "research_holdout_test_mse": 0.33619943654396856, "research_only": true, "research_validation_mse": 0.33619943654396856, "scope_key": "champion_enabled_eligible", "selection_champion_directional_accuracy": 0.4683377308707124, "selection_champion_validation_mse": 0.3378117266510823, "selection_equal_weight_directional_accuracy": 0.4648197009674582, "selection_equal_weight_validation_mse": 0.33853022883983985, "selection_relative_champion_improvement": -0.0009248628347876365, "selection_research_directional_accuracy": 0.46745822339489884, "selection_research_validation_mse": 0.3381241561622173, "selection_validation_dates": 1, "selection_validation_rows": 2274, "target_mode": "cross_sectional_rank", "test_dates": 1, "test_end_date": "2026-06-11", "test_rows": 2280, "test_start_date": "2026-06-11", "top_positive_weights": [ { "feature_key": "markov_state_blend__h21", "feature_transform": "raw", "weight": 0.6927342147164796 }, { "feature_key": "neural_market_horizon__h21", "feature_transform": "raw", "weight": 0.30726578528352044 } ], "training_mode": "three_block_cross_sectional_research_stack_v2", "training_rows": 11432, "trial_count": 5, "validation_rows": 2274 }, "production_gate_source_view": "research.production_model_promotion_readiness_operator_view", "relationship_shadow": null, "scope_key": "champion_enabled_eligible", "training_method": "nonnegative_ridge_stack" }
stock_opportunity_score_history	stock_opportunity_ensemble	`champion_score_history`		not ready	scored	19	126	43,753			minimum_global_time_ordered_signal_dates_not_met	No score backfill needed; continue daily score accumulation for optimizer history depth.	metadata { "backfillable_dates": 0, "date_count": 19, "existing_scored_symbols": 43753, "first_score_date": "2026-06-01", "latest_score_date": "2026-07-17", "missing_score_symbols": 0, "partial_dates": 0, "production_gate_source_view": "research.production_model_promotion_readiness_operator_view", "relationship_shadow": null, "reportable_symbols": 43753 }