MLB Predictions: Actual Data vs Predicted Data

October 10, 2026 — Player-by-Player Deep Comparison (1 games)
Actual stats = real season stats prior to game date  |  Simulated = predicted game stats  |  Model = pre-game model predictions

All Games Overview

MatchupTarget ScoreSim ScoreTarget WinnerSim WinnerWinnerConfidenceMethod
CHW @ CLE5 - 65 - 6CLECLECLE wins 6-553%enhanced_ml_savant_pitcher_quality_pitcher_opponent_strength
Actual Season Stats (green)
Simulated Game Stats (blue)
Model Predictions (purple)
LARGE deviation (>40%)
MODERATE deviation (20-40%)
OK deviation (<20%)

Chicago White Sox @ Cleveland Guardians

CHW 84-78 (4.79 RPG / 4.44 RA)
5 - 6
CLE 85-77 (4.19 RPG / 4.12 RA)
WINNER: CLE wins 6-5 TARGET: CHW 5 - 6 CLE (CLE) Confidence: 52.7% enhanced_ml_savant_pitcher_quality_pitcher_opponent_strength
123456789RH
CHW00005000058
CLE00003110168

CHW Recent Form

Win%0.700
Avg Runs6.5
Avg Allowed4.3
Run Diff22
Off Trendhot
Def Trendaverage
Streak1W

CLE Recent Form

Win%0.800
Avg Runs5.3
Avg Allowed3.2
Run Diff21
Off Trendhot
Def Trendstrong
Streak1L

CHW Season Quality

Record84-78
Win%0.519
Run Diff56
RD/Game0.346

CLE Season Quality

Record85-77
Win%0.525
Run Diff11
RD/Game0.068

Season Run Differential Signal

Quality edge: -0.1605; margin adjustment: 0.0; applied: False

Score Evolution — how the published score was reached

Base historical_ml 4.08233 - 4.85991 → published capped_target 5 - 6. Net change: CHW +0.92 runs, CLE +1.14 runs across 7 stages, 2 of which moved the target.

KPI layer: computed and withheld (values_fresh). Blend weights in force: away_runs 0.34, home_runs 0.38. Continuous expectation behind the integers: CHW —, CLE —. Candidate 20261010T091315Z_e1040db9.

#StageCHW - CLEΔ CHWΔ CLEJustification recorded by the stage
1historical_ml4.08233 - 4.8599100Base ML historical model prediction
2variance_applied4 - 5-0.08+0.14Deterministic baseline target (variance factor 1.0)
3enhanced_prediction5 - 6+1+1Enhanced ML with recent form, H2H, low-score analysis (confidence shrunk by projected_margin_is_one_run, matchup_recency_guardrail)
4kpi_layer5 - 600withheld by gate: values_fresh
5embedded_savant_run_environment5 - 600Target score adjusted by temporal Savant lineup quality versus opposing starter quality
6fundamental_edge_target_review5 - 600target direction already matched refreshed fundamentals or margin was not fragile
7capped_target5 - 600Capped at max 12 realistic runs
8simulation_result5 - 600Final inning-by-inning simulation result

CHW Batting — Actual Season Stats vs Simulation

PlayerPos Actual 2026 Season Simulated Game Model Prediction Deviation
GABHAVGHRRBIOBP PAABHRRBIBBSOAVG AVGOBPSLG
Sam AntonacciLF 145496137 0.276 8530.373 55110 01 0.200 0.279 0.338 0.389 OK
Kyle TeelC 4414430 0.208 5280.315 54113 02 0.250 0.220 0.300 0.344 OK
Miguel Vargas3B 164607151 0.249 34940.366 55211 01 0.400 0.238 0.378 0.467 OK
Munetaka Murakami1B 13347799 0.208 36820.345 43000 12 0.000 0.211 0.331 0.461 OK
Andrew BenintendiDH 145427102 0.239 15790.303 44100 02 0.250 0.140 0.238 0.292 OK
Tristan PetersRF 153455121 0.266 12580.333 44110 02 0.250 0.262 0.315 0.410 OK
Chase Meidroth2B 159589164 0.278 17680.351 44000 00 0.000 0.288 0.353 0.455 OK
Colson MontgomerySS 159587117 0.199 32890.286 44100 02 0.250 0.202 0.271 0.355 OK
Brenton DoyleCF 369925 0.253 5110.253 44111 01 0.250 0.159 0.197 0.317 OK
TEAM TOTALS 39378 55 113 0.216

CLE Batting — Actual Season Stats vs Simulation

PlayerPos Actual 2026 Season Simulated Game Model Prediction Deviation
GABHAVGHRRBIOBP PAABHRRBIBBSOAVG AVGOBPSLG
Steven KwanLF 149542152 0.280 3330.379 44000 02 0.000 0.280 0.370 0.341 OK
José Ramírez3B 125476112 0.235 13580.323 44102 02 0.250 0.241 0.317 0.409 OK
Chase DeLauterRF 132498142 0.285 16680.361 44000 01 0.000 0.250 0.323 0.397 OK
Jo AdellDH 5119247 0.245 7370.330 44111 01 0.250 0.248 0.308 0.434 OK
Nathaniel Lowe1B 4314132 0.227 5270.293 43110 10 0.333 0.252 0.335 0.394 OK
Travis Bazzana2B 125453108 0.238 15560.330 44110 01 0.250 0.212 0.300 0.348 OK
Patrick BaileyC 7623057 0.248 10340.307 43110 11 0.333 0.220 0.277 0.400 OK
Petey HalpinCF 6517538 0.217 4130.254 44111 00 0.250 0.159 0.190 0.244 OK
Brayan RocchioSS 153533134 0.251 13680.313 43212 11 0.667 0.256 0.316 0.437 OK
TEAM TOTALS 36338 66 39 0.242

CHW Pitching — Actual Season Stats vs Simulation

PitcherRole Actual 2026 Season Simulated Game Model Prediction
GIPERAWHIPK/9SO IPHRERBBSOP IPSOER
Sean BurkeStarter 34177.03.46 1.19810.1199 4.23332781 4.2 7 3
Sean NewcombLong Reliever 6081.23.44 1.2939.687 1.13110128 1.1 1 1
Noah SchultzLong Reliever 1462.96.01 1.4318.358 2.01110129 2.0 1 1
Jordan HicksMiddle Reliever 4233.74.54 1.78013.149 0.1111109 0.1 0 1

CLE Pitching — Actual Season Stats vs Simulation

PitcherRole Actual 2026 Season Simulated Game Model Prediction
GIPERAWHIPK/9SO IPHRERBBSOP IPSOER
Gavin WilliamsStarter 34186.63.81 1.14112.5260 5.05541798 5.0 7 4
Tim HerrinMiddle Reliever 7045.73.74 1.66311.458 0.2000015 0.2 1 0
Shawn ArmstrongMiddle Reliever 4231.33.45 1.40610.938 1.01000115 1.0 1 0
Daniel EspinoMiddle Reliever (High Leverage) 1614.84.86 1.62216.427 1.01000221 1.0 2 0
Hunter GaddisMiddle Reliever (High Leverage) 7153.33.21 1.42610.059 1.00000214 1.0 2 0
Tanner BibeeSetup Man 34183.94.55 1.2627.3149 0.11000013 0.1 0 0

Game Summary

CLE wins 6-5