Deep slate diagnosis — 20260919
- Games: 15 · hits 11 · misses 4 · winner accuracy 0.7333
- Mean total-run bias on losses: 5.0 (negative = under-projected)
- Mean team-run error on losses: 6.5 · mean Brier on losses: 0.405
Loss primary drivers
- Run environment far lower than projected (over-dispersed): 2
- Starting-pitcher projection was wrong: 1
- Backed the wrong side with real conviction: 1
High-level causal issue register
[CRITICAL] Published probability differs materially without a recorded transformation
- Domain:
probability_lineage· affected: ATL@HOU, SEA@COL, SF@LAD - Evidence: 3 game(s) have an unexplained ≥2pp calibrated-to-published delta
- Action: Block any promotion until the missing probability transformation is recorded and reconciled.
- Do not infer: Do not assume the probability governor was bypassed until you have traced the pick-side math.
[HIGH] An intermediate stage materially degraded winner direction
- Domain:
pipeline_stages· affected: ATL@HOU, MIA@SD, WAS@STL - Evidence: historical_ml → variance_applied changed winner accuracy by -0.2000 (-3 hits)
- Action: List the exact games whose winner flipped at this stage, and keep both the before-stage and after-stage picks in the trace.
- Do not infer: Even if a later stage recovers the pick, this unstable step is still a risk; do not treat it as harmless.
[HIGH] Published confidence buckets were poorly aligned on this slate
- Domain:
calibration· affected: ATL@HOU, BOS@TB, CHC@CIN, DET@CHW, KC@PIT, MIA@SD, MIL@BAL, MIN@LAA, NYY@ARI, OAK@CLE, PHI@NYM, SEA@COL, SF@LAD, TOR@TEX, WAS@STL - Evidence: weighted absolute calibration error 0.3458 across 15 games
- Action: Watch the same confidence buckets over the full rolling window before changing any calibration weight.
- Do not infer: A single slate has far too few games to establish a stable calibration curve.
[HIGH] Validated run models explain very little holdout variance
- Domain:
model_validation· affected: ATL@HOU, BOS@TB, CHC@CIN, DET@CHW, KC@PIT, MIA@SD, MIL@BAL, MIN@LAA, NYY@ARI, OAK@CLE, PHI@NYM, SEA@COL, SF@LAD, TOR@TEX, WAS@STL - Evidence: home/away/total R² = 0.0082/0.0273/0.0092
- Action: Treat exact run scores as low-confidence estimates, and look for stronger features or a better target before tuning the score tails.
- Do not infer: A small positive R² only means the model beats guessing the average; it does not make the exact scores reliable.
[MEDIUM] Most high-raw picks lost before/after shrinkage
- Domain:
calibration· affected: NYY@ARI, SEA@COL, SF@LAD - Evidence: 1/3 games with raw pick probability ≥0.65 won
- Action: Track how often high-raw-probability picks lose across multiple slates, and keep the raw to calibrated to published lineage.
- Do not infer: This one slate is not enough to justify a new per-bucket shrinkage rule.
[INFO] Every settled game received structural QA
- Domain:
coverage· affected: ATL@HOU, BOS@TB, CHC@CIN, DET@CHW, KC@PIT, MIA@SD, MIL@BAL, MIN@LAA, NYY@ARI, OAK@CLE, PHI@NYM, SEA@COL, SF@LAD, TOR@TEX, WAS@STL - Evidence: 15/15 games structurally audited
- Action: Keep the per-game audit receipt in every report.
- Do not infer: Full audit coverage does not cancel the findings raised inside the audited games.
[INFO] Simulation produced no winner-direction intervention on this slate
- Domain:
simulation· affected: ATL@HOU, BOS@TB, CHC@CIN, DET@CHW, KC@PIT, MIA@SD, MIL@BAL, MIN@LAA, NYY@ARI, OAK@CLE, PHI@NYM, SEA@COL, SF@LAD, TOR@TEX, WAS@STL - Evidence: flip candidates 0; published flips 0
- Action: Measure the simulation's contribution across rolling slates, separating score realization from winner flipping.
- Do not infer: Zero winner flips is not a defect and does not mean the simulation did no score-reconciliation work.
Cross-slate trends (persistent-pattern memory)
- Window: 20260909, 20260910, 20260911, 20260912, 20260913, 20260914, 20260915, 20260916, 20260917, 20260918, 20260919 (10 prior slates loaded)
- Highest-confidence pick loss streak: 1 slate(s)
- Actionable pattern detected: True
Escalated persistent patterns
- simulation_inert_on_slate — 11 consecutive slates (11 in window)
- Target lever(s): simulation.allow_score
- Direction: confirm the simulation module is running, not silently no-oping
- Guardrail: simulation_inert_on_slate has persisted 11 consecutive slates; this is no longer single-slate noise. Treat it as an actionable pattern and raise the code/diagnostic action named; do not force a parameter move.
- weak_run_model_signal — 11 consecutive slates (11 in window)
- Target lever(s): training.xgb.n_estimators, training.xgb.max_depth, training.xgb.learning_rate
- Direction: investigate features/target via isolated training backtest (manual)
- Guardrail: weak_run_model_signal has persisted 11 consecutive slates; this is no longer single-slate noise. Treat it as an actionable pattern and raise the code/diagnostic action named; do not force a parameter move.
Metric direction across the window
winner_accuracy: improving · series [0.6667, 0.6, 0.6667, 0.5333, 0.6, 0.7, 0.4, 0.6667, 0.4444, 0.6667, 0.7333]weighted_calibration_error: regressing · series [0.1069, 0.1171, 0.2091, 0.1711, 0.0827, 0.2812, 0.2795, 0.1661, 0.1016, 0.1247, 0.3458]margin_bias: improving · series [-2.133, -1.0, -2.933, -2.667, -1.8, -0.4, -1.667, -1.133, -2.111, -2.0, -0.667]mean_team_run_error_on_losses: regressing · series [5.6, 6.5, 5.0, 6.143, 5.0, 6.333, 5.556, 6.4, 3.6, 5.2, 6.5]
Pipeline stage quality
historical_ml: winner 10/15 (0.6667), team-run MAE 2.3021, margin MAE 2.7024variance_applied: winner 7/15 (0.4667), team-run MAE 2.3333, margin MAE 2.6667enhanced_prediction: winner 11/15 (0.7333), team-run MAE 2.3667, margin MAE 2.4667embedded_savant_run_environment: winner 11/15 (0.7333), team-run MAE 2.4, margin MAE 2.4fundamental_edge_target_review: winner 11/15 (0.7333), team-run MAE 2.4, margin MAE 2.4capped_target: winner 11/15 (0.7333), team-run MAE 2.4, margin MAE 2.4simulation_result: winner 11/15 (0.7333), team-run MAE 2.4, margin MAE 2.4published_final: winner 11/15 (0.7333), team-run MAE 2.4, margin MAE 2.4
Probability lineage
- ATL@HOU: raw 0.5609 → calibrated 0.5984 → published 0.562; no recorded transformation explains the publication delta
- BOS@TB: raw 0.5686 → calibrated 0.5404 → published 0.5292; score coherence followed by matchup-recency guardrail
- CHC@CIN: raw 0.6443 → calibrated 0.6837 → published 0.56; score coherence followed by matchup-recency guardrail
- DET@CHW: raw 0.5703 → calibrated 0.6277 → published 0.56; score coherence followed by matchup-recency guardrail
- KC@PIT: raw 0.5 → calibrated 0.5482 → published 0.541; no recorded transformation explains the publication delta
- MIA@SD: raw 0.6431 → calibrated 0.6938 → published 0.58; score coherence followed by matchup-recency guardrail
- MIL@BAL: raw 0.5795 → calibrated 0.5462 → published 0.53; score coherence followed by matchup-recency guardrail
- MIN@LAA: raw 0.6036 → calibrated 0.5752 → published 0.5544; score coherence followed by matchup-recency guardrail
- NYY@ARI: raw 0.7133 → calibrated 0.7112 → published 0.7112; published probability matches the calibrated/governed value
- OAK@CLE: raw 0.6147 → calibrated 0.6689 → published 0.58; score coherence followed by matchup-recency guardrail
- PHI@NYM: raw 0.5684 → calibrated 0.5403 → published 0.5291; score coherence followed by matchup-recency guardrail
- SEA@COL: raw 0.7647 → calibrated 0.7642 → published 0.7213; no recorded transformation explains the publication delta
- SF@LAD: raw 0.8181 → calibrated 0.6271 → published 0.5651; no recorded transformation explains the publication delta
- TOR@TEX: raw 0.542 → calibrated 0.611 → published 0.611; published probability matches the calibrated/governed value
- WAS@STL: raw 0.5218 → calibrated 0.5597 → published 0.5431; score coherence followed by matchup-recency guardrail
Every game, in detail
ATL@HOU — ✅ hit
- Predicted ATL 4-3 (conf -0.12, moderate) · actual ATL 6-3
- Root cause: strong_correct_call
- Errors: winner correct · Brier 0.191831 · team-run err 2.0 · total bias -2
BOS@TB — ✅ hit
- Predicted TB 4-5 (conf +0.06, lean) · actual TB 1-2
- Root cause: right_winner_wrong_score
- Errors: winner correct · Brier 0.221655 · team-run err 6.0 · total bias +6
- Contributing factors:
- total runs over-projected by 6 (9 vs 3)
- BOS offense over-projected by 3
- TB offense over-projected by 3
CHC@CIN — ✅ hit
- Predicted CHC 7-4 (conf -0.12, moderate) · actual CHC 5-2
- Root cause: solid_correct_call
- Errors: winner correct · Brier 0.1936 · team-run err 4.0 · total bias +4
- Contributing factors:
- total runs over-projected by 4 (11 vs 7)
- Matthew Boyd (CHC) allowed 3 fewer ER than projected (1 vs 4)
DET@CHW — ❌ miss
- Predicted DET 6-4 (conf -0.12, moderate) · actual CHW 1-3
- Root cause: Run environment far lower than projected (over-dispersed)
- Secondary cause: Backed the wrong side with real conviction
- Errors: winner WRONG · Brier 0.3136 · team-run err 6.0 · total bias +6
- Contributing factors:
- total runs over-projected by 6 (10 vs 4)
- DET offense over-projected by 5
- committed to DET at 0.12 confidence and it lost
KC@PIT — ✅ hit
- Predicted PIT 4-5 (conf +0.08, lean) · actual PIT 5-6
- Root cause: solid_correct_call
- Errors: winner correct · Brier 0.210699 · team-run err 2.0 · total bias -2
- Contributing factors:
- Noah Cameron (KC) allowed 3 more ER than projected (4 vs 1)
MIA@SD — ✅ hit
- Predicted SD 5-8 (conf +0.16, moderate) · actual SD 6-7
- Root cause: strong_correct_call
- Errors: winner correct · Brier 0.1764 · team-run err 2.0 · total bias +0
MIL@BAL — ❌ miss
- Predicted BAL 4-5 (conf +0.06, lean) · actual MIL 1-0
- Root cause: Run environment far lower than projected (over-dispersed)
- Errors: winner WRONG · Brier 0.2809 · team-run err 8.0 · total bias +8
- Contributing factors:
- total runs over-projected by 8 (9 vs 1)
- MIL offense over-projected by 3
- BAL offense over-projected by 5
- Robert Gasser (MIL) allowed 3 fewer ER than projected (0 vs 3)
MIN@LAA — ✅ hit
- Predicted LAA 3-4 (conf +0.11, moderate) · actual LAA 5-6
- Root cause: solid_correct_call
- Errors: winner correct · Brier 0.19859 · team-run err 4.0 · total bias -4
- Contributing factors:
- total runs under-projected by 4 (7 vs 11)
NYY@ARI — ❌ miss
- Predicted NYY 5-2 (conf -0.42, strong) · actual ARI 3-5
- Root cause: Backed the wrong side with real conviction
- Secondary cause: Small edge on the losing side
- Errors: winner WRONG · Brier 0.505875 · team-run err 5.0 · total bias -1
- Contributing factors:
- ARI offense under-projected by 3
- committed to NYY at 0.42 confidence and it lost
OAK@CLE — ✅ hit
- Predicted CLE 4-6 (conf +0.16, moderate) · actual CLE 6-12
- Root cause: right_winner_wrong_score
- Errors: winner correct · Brier 0.1764 · team-run err 8.0 · total bias -8
- Contributing factors:
- total runs under-projected by 8 (10 vs 18)
- CLE offense under-projected by 6
- Jacob Lopez (OAK) allowed 6 more ER than projected (10 vs 4)
- Tanner Bibee (CLE) allowed 5 more ER than projected (6 vs 1)
PHI@NYM — ✅ hit
- Predicted NYM 5-6 (conf +0.06, lean) · actual NYM 3-10
- Root cause: right_winner_wrong_score
- Errors: winner correct · Brier 0.22174 · team-run err 6.0 · total bias -2
- Contributing factors:
- NYM offense under-projected by 4
SEA@COL — ❌ miss
- Predicted SEA 10-5 (conf -0.44, strong) · actual COL 3-5
- Root cause: Starting-pitcher projection was wrong
- Secondary cause: Run environment far lower than projected (over-dispersed)
- Errors: winner WRONG · Brier 0.520279 · team-run err 7.0 · total bias +7
- Contributing factors:
- total runs over-projected by 7 (15 vs 8)
- SEA offense over-projected by 7
- Bryce Miller (SEA) allowed 5 fewer ER than projected (0 vs 5)
- committed to SEA at 0.44 confidence and it lost
SF@LAD — ✅ hit
- Predicted LAD 1-7 (conf +0.13, moderate) · actual LAD 4-10
- Root cause: right_winner_wrong_score
- Errors: winner correct · Brier 0.189111 · team-run err 6.0 · total bias -6
- Contributing factors:
- total runs under-projected by 6 (8 vs 14)
- SF offense under-projected by 3
- LAD offense under-projected by 3
- Tarik Skubal (LAD) allowed 4 more ER than projected (4 vs 0)
TOR@TEX — ✅ hit
- Predicted TEX 2-4 (conf +0.22, strong) · actual TEX 2-6
- Root cause: strong_correct_call
- Errors: winner correct · Brier 0.151319 · team-run err 2.0 · total bias -2
WAS@STL — ✅ hit
- Predicted WAS 5-4 (conf -0.09, lean) · actual WAS 8-5
- Root cause: solid_correct_call
- Errors: winner correct · Brier 0.208754 · team-run err 4.0 · total bias -4
- Contributing factors:
- total runs under-projected by 4 (9 vs 13)
- WAS offense under-projected by 3
Cross-game lever tension
Each candidate fix, with the games it would help and the games it would hurt. A lever that repairs one game and breaks two is visible here before it is proposed.
score.variance_multiplier / score.variance_floor (widen run distributions)
- Targets: brier_score, calibration_error
- Net: 3 helped vs 1 hurt
- Would help:
- DET@CHW (miss): lost a 0.12-confidence pick; wider tails lower overconfidence
- NYY@ARI (miss): lost a 0.42-confidence pick; wider tails lower overconfidence
- SEA@COL (miss): lost a 0.44-confidence pick; wider tails lower overconfidence
- Would hurt / risk:
- TOR@TEX (hit): strong correct call at 0.22; widening softens a good edge
player.pitcher.v4 form weights / player.pitcher_prior_games
- Targets: starter_er_mae, starter_outs_mae
- Net: 6 helped vs 4 hurt
- Would help:
- CHC@CIN (hit): starter ER off by 3
- KC@PIT (hit): starter ER off by 3
- MIL@BAL (miss): starter ER off by 3
- OAK@CLE (hit): starter ER off by 6
- SEA@COL (miss): starter ER off by 5
- SF@LAD (hit): starter ER off by 4
- Would hurt / risk:
- ATL@HOU (hit): starter projection was accurate (ER off 1); reweight risks disturbing it
- NYY@ARI (miss): starter projection was accurate (ER off 1); reweight risks disturbing it
- TOR@TEX (hit): starter projection was accurate (ER off 1); reweight risks disturbing it
- WAS@STL (hit): starter projection was accurate (ER off 1); reweight risks disturbing it
recent. / season. run-mean weighting
- Targets: team_run_mae, total_run_mae, accuracy
- Net: 11 helped vs 4 hurt
- Would help:
- BOS@TB (hit): team runs off by 6
- CHC@CIN (hit): team runs off by 4
- DET@CHW (miss): team runs off by 6
- MIL@BAL (miss): team runs off by 8
- MIN@LAA (hit): team runs off by 4
- NYY@ARI (miss): team runs off by 5
- OAK@CLE (hit): team runs off by 8
- PHI@NYM (hit): team runs off by 6
- SEA@COL (miss): team runs off by 7
- SF@LAD (hit): team runs off by 6
- WAS@STL (hit): team runs off by 4
- Would hurt / risk:
- ATL@HOU (hit): team runs already close (off 2); reweight risks disturbing it
- KC@PIT (hit): team runs already close (off 2); reweight risks disturbing it
- MIA@SD (hit): team runs already close (off 2); reweight risks disturbing it
- TOR@TEX (hit): team runs already close (off 2); reweight risks disturbing it