Deep slate diagnosis — 20260905
- Games: 15 · hits 8 · misses 7 · winner accuracy 0.5333
- Mean total-run bias on losses: 1.286 (negative = under-projected)
- Mean team-run error on losses: 5.286 · mean Brier on losses: 0.301
Loss primary drivers
- Several errors of similar size: 1
- Run environment far lower than projected (over-dispersed): 1
- Starting-pitcher projection was wrong: 3
- Genuine toss-up that flipped: 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@PHI, LAA@PIT, WAS@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: NYY@SD, SF@NYM, TB@TEX - 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] Validated run models explain very little holdout variance
- Domain:
model_validation· affected: ARI@HOU, ATL@PHI, BOS@BAL, CHC@MIA, DET@CLE, LAA@PIT, MIL@CIN, MIN@CHW, NYY@SD, OAK@SEA, SF@NYM, STL@COL, TB@TEX, TOR@KC, WAS@LAD - Evidence: home/away/total R² = 0.0106/0.0203/0.0176
- 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: CHC@MIA, LAA@PIT, MIL@CIN - 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: ARI@HOU, ATL@PHI, BOS@BAL, CHC@MIA, DET@CLE, LAA@PIT, MIL@CIN, MIN@CHW, NYY@SD, OAK@SEA, SF@NYM, STL@COL, TB@TEX, TOR@KC, WAS@LAD - 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: ARI@HOU, ATL@PHI, BOS@BAL, CHC@MIA, DET@CLE, LAA@PIT, MIL@CIN, MIN@CHW, NYY@SD, OAK@SEA, SF@NYM, STL@COL, TB@TEX, TOR@KC, WAS@LAD - 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: 20260828, 20260829, 20260830, 20260831, 20260901, 20260902, 20260903, 20260904, 20260905 (8 prior slates loaded)
- Highest-confidence pick loss streak: 0 slate(s)
- Actionable pattern detected: True
Escalated persistent patterns
- simulation_inert_on_slate — 9 consecutive slates (9 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 9 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 — 9 consecutive slates (9 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 9 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: regressing · series [0.4667, 0.9412, 0.5, 0.6667, 0.4667, 0.3333, 0.5556, 0.625, 0.5333]weighted_calibration_error: improving · series [0.2179, 0.3961, 0.0693, 0.1661, 0.2476, 0.21, 0.1474, 0.1316, 0.1]margin_bias: improving · series [-1.333, -1.882, -2.786, -3.5, -2.533, -3.067, -1.778, -0.688, -1.467]mean_team_run_error_on_losses: improving · series [5.0, 3.0, 7.0, 8.25, 7.125, 6.4, 6.75, 6.0, 5.286]
Pipeline stage quality
historical_ml: winner 8/15 (0.5333), team-run MAE 1.8729, margin MAE 3.0583variance_applied: winner 5/15 (0.3333), team-run MAE 1.8333, margin MAE 3.0enhanced_prediction: winner 8/15 (0.5333), team-run MAE 1.9667, margin MAE 3.2667embedded_savant_run_environment: winner 8/15 (0.5333), team-run MAE 2.0, margin MAE 3.3333fundamental_edge_target_review: winner 8/15 (0.5333), team-run MAE 2.0, margin MAE 3.3333capped_target: winner 8/15 (0.5333), team-run MAE 2.0, margin MAE 3.3333simulation_result: winner 8/15 (0.5333), team-run MAE 2.0, margin MAE 3.3333published_final: winner 8/15 (0.5333), team-run MAE 2.0, margin MAE 3.3333
Probability lineage
- ARI@HOU: raw 0.5085 → calibrated 0.5083 → published 0.5171; score coherence followed by matchup-recency guardrail
- ATL@PHI: raw 0.5028 → calibrated 0.505 → published 0.538; no recorded transformation explains the publication delta
- BOS@BAL: raw 0.5052 → calibrated 0.5051 → published 0.5323; score coherence followed by matchup-recency guardrail
- CHC@MIA: raw 0.7723 → calibrated 0.7404 → published 0.7395; score_coherence aligned probability to the published score margin
- DET@CLE: raw 0.568 → calibrated 0.5663 → published 0.5544; score coherence followed by matchup-recency guardrail
- LAA@PIT: raw 0.67 → calibrated 0.6591 → published 0.6357; no recorded transformation explains the publication delta
- MIL@CIN: raw 0.7085 → calibrated 0.6861 → published 0.54; score coherence followed by matchup-recency guardrail
- MIN@CHW: raw 0.5085 → calibrated 0.5083 → published 0.53; score coherence followed by matchup-recency guardrail
- NYY@SD: raw 0.551 → calibrated 0.5499 → published 0.5485; published probability matches the calibrated/governed value
- OAK@SEA: raw 0.5085 → calibrated 0.5083 → published 0.53; score coherence followed by matchup-recency guardrail
- SF@NYM: raw 0.5016 → calibrated 0.505 → published 0.5236; no recorded transformation explains the publication delta
- STL@COL: raw 0.5085 → calibrated 0.5083 → published 0.5092; published probability matches the calibrated/governed value
- TB@TEX: raw 0.5085 → calibrated 0.5083 → published 0.5335; score coherence followed by matchup-recency guardrail
- TOR@KC: raw 0.6256 → calibrated 0.6202 → published 0.57; score coherence followed by matchup-recency guardrail
- WAS@LAD: raw 0.6275 → calibrated 0.6219 → published 0.5734; no recorded transformation explains the publication delta
Every game, in detail
ARI@HOU — ✅ hit
- Predicted ARI 5-4 (conf -0.03, toss_up) · actual ARI 4-3
- Root cause: toss_up_went_our_way
- Errors: winner correct · Brier 0.233146 · team-run err 2.0 · total bias +2
- Contributing factors:
- Ethan Pecko (HOU) allowed 3 fewer ER than projected (1 vs 4)
ATL@PHI — ❌ miss
- Predicted ATL 5-4 (conf -0.08, lean) · actual PHI 2-4
- Root cause: Several errors of similar size
- Errors: winner WRONG · Brier 0.289421 · team-run err 3.0 · total bias +3
- Contributing factors:
- total runs over-projected by 3 (9 vs 6)
- ATL offense over-projected by 3
BOS@BAL — ✅ hit
- Predicted BOS 5-4 (conf -0.06, lean) · actual BOS 5-0
- Root cause: solid_correct_call
- Errors: winner correct · Brier 0.218738 · team-run err 4.0 · total bias +4
- Contributing factors:
- total runs over-projected by 4 (9 vs 5)
- BAL offense over-projected by 4
- Sonny Gray (BOS) allowed 3 fewer ER than projected (0 vs 3)
CHC@MIA — ✅ hit
- Predicted CHC 6-3 (conf -0.48, strong) · actual CHC 6-5
- Root cause: strong_correct_call
- Errors: winner correct · Brier 0.067845 · team-run err 2.0 · total bias -2
DET@CLE — ❌ miss
- Predicted CLE 3-4 (conf +0.11, moderate) · actual DET 6-0
- Root cause: Backed the wrong side with real conviction
- Secondary cause: Small edge on the losing side
- Errors: winner WRONG · Brier 0.307378 · team-run err 7.0 · total bias +1
- Contributing factors:
- DET offense under-projected by 3
- CLE offense over-projected by 4
- committed to CLE at 0.11 confidence and it lost
LAA@PIT — ❌ miss
- Predicted PIT 4-6 (conf +0.27, strong) · actual LAA 6-1
- Root cause: Starting-pitcher projection was wrong
- Secondary cause: Backed the wrong side with real conviction
- Errors: winner WRONG · Brier 0.404151 · team-run err 7.0 · total bias +3
- Contributing factors:
- total runs over-projected by 3 (10 vs 7)
- PIT offense over-projected by 5
- Yusei Kikuchi (LAA) allowed 6 fewer ER than projected (0 vs 6)
- committed to PIT at 0.27 confidence and it lost
MIL@CIN — ❌ miss
- Predicted MIL 8-5 (conf -0.08, lean) · actual CIN 3-5
- Root cause: Run environment far lower than projected (over-dispersed)
- Errors: winner WRONG · Brier 0.2916 · team-run err 5.0 · total bias +5
- Contributing factors:
- total runs over-projected by 5 (13 vs 8)
- MIL offense over-projected by 5
MIN@CHW — ✅ hit
- Predicted MIN 6-5 (conf -0.06, lean) · actual MIN 6-4
- Root cause: solid_correct_call
- Errors: winner correct · Brier 0.2209 · team-run err 1.0 · total bias +1
NYY@SD — ✅ hit
- Predicted NYY 4-3 (conf -0.10, lean) · actual NYY 5-1
- Root cause: solid_correct_call
- Errors: winner correct · Brier 0.203847 · team-run err 3.0 · total bias +1
OAK@SEA — ❌ miss
- Predicted SEA 6-8 (conf +0.06, lean) · actual OAK 6-2
- Root cause: Starting-pitcher projection was wrong
- Secondary cause: Run environment far lower than projected (over-dispersed)
- Errors: winner WRONG · Brier 0.2809 · team-run err 6.0 · total bias +6
- Contributing factors:
- total runs over-projected by 6 (14 vs 8)
- SEA offense over-projected by 6
- Jeffrey Springs (OAK) allowed 5 fewer ER than projected (0 vs 5)
- George Kirby (SEA) allowed 3 fewer ER than projected (3 vs 6)
SF@NYM — ❌ miss
- Predicted NYM 4-5 (conf +0.05, lean) · actual SF 9-5
- Root cause: Starting-pitcher projection was wrong
- Secondary cause: Run environment far higher than projected (under-dispersed)
- Errors: winner WRONG · Brier 0.274134 · team-run err 5.0 · total bias -5
- Contributing factors:
- total runs under-projected by 5 (9 vs 14)
- SF offense under-projected by 5
- Zac Thornton (NYM) allowed 5 more ER than projected (6 vs 1)
STL@COL — ❌ miss
- Predicted STL 7-6 (conf -0.02, toss_up) · actual COL 7-10
- Root cause: Genuine toss-up that flipped
- Secondary cause: Small edge on the losing side
- Errors: winner WRONG · Brier 0.259286 · team-run err 4.0 · total bias -4
- Contributing factors:
- total runs under-projected by 4 (13 vs 17)
- COL offense under-projected by 4
TB@TEX — ✅ hit
- Predicted TB 6-5 (conf -0.07, lean) · actual TB 6-3
- Root cause: solid_correct_call
- Errors: winner correct · Brier 0.217661 · team-run err 2.0 · total bias +2
TOR@KC — ✅ hit
- Predicted TOR 7-5 (conf -0.14, moderate) · actual TOR 4-3
- Root cause: right_winner_wrong_score
- Errors: winner correct · Brier 0.1849 · team-run err 5.0 · total bias +5
- Contributing factors:
- total runs over-projected by 5 (12 vs 7)
- TOR offense over-projected by 3
WAS@LAD — ✅ hit
- Predicted LAD 3-4 (conf +0.15, moderate) · actual LAD 5-6
- Root cause: solid_correct_call
- Errors: winner correct · Brier 0.181961 · team-run err 4.0 · total bias -4
- Contributing factors:
- total runs under-projected by 4 (7 vs 11)
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: 2 helped vs 1 hurt
- Would help:
- DET@CLE (miss): lost a 0.11-confidence pick; wider tails lower overconfidence
- LAA@PIT (miss): lost a 0.27-confidence pick; wider tails lower overconfidence
- Would hurt / risk:
- CHC@MIA (hit): strong correct call at 0.48; widening softens a good edge
player.pitcher.v4 form weights / player.pitcher_prior_games
- Targets: starter_er_mae, starter_outs_mae
- Net: 5 helped vs 5 hurt
- Would help:
- ARI@HOU (hit): starter ER off by 3
- BOS@BAL (hit): starter ER off by 3
- LAA@PIT (miss): starter ER off by 6
- OAK@SEA (miss): starter ER off by 5
- SF@NYM (miss): starter ER off by 5
- Would hurt / risk:
- CHC@MIA (hit): starter projection was accurate (ER off 1); reweight risks disturbing it
- MIL@CIN (miss): starter projection was accurate (ER off 1); reweight risks disturbing it
- MIN@CHW (hit): starter projection was accurate (ER off 1); reweight risks disturbing it
- STL@COL (miss): starter projection was accurate (ER off 1); reweight risks disturbing it
- TOR@KC (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: 9 helped vs 4 hurt
- Would help:
- BOS@BAL (hit): team runs off by 4
- DET@CLE (miss): team runs off by 7
- LAA@PIT (miss): team runs off by 7
- MIL@CIN (miss): team runs off by 5
- OAK@SEA (miss): team runs off by 6
- SF@NYM (miss): team runs off by 5
- STL@COL (miss): team runs off by 4
- TOR@KC (hit): team runs off by 5
- WAS@LAD (hit): team runs off by 4
- Would hurt / risk:
- ARI@HOU (hit): team runs already close (off 2); reweight risks disturbing it
- CHC@MIA (hit): team runs already close (off 2); reweight risks disturbing it
- MIN@CHW (hit): team runs already close (off 1); reweight risks disturbing it
- TB@TEX (hit): team runs already close (off 2); reweight risks disturbing it