Soccer prediction system deep audit

Slate 20260917 · immutable forensic review of 2 match prediction artifact(s)

Executive conclusion

In 2 match(es) the headline score is not the distribution's modal scoreline (decisive-score substitution or a selection issue) — see the MOST_LIKELY_IS_MODE findings.

At a glance

2matches audited
0critical
0errors
1warnings
0grid non-reproducible
2headline != modal
0winner disagreements
0lambda inconsistencies
0with real result
-winner hit-rate
-decisive hit-rate
0%predicted draws
-actual draws
0confident misses
-mean Brier
 

Matches

Real Betis vs Getafe

20260917_GET@BET · LaLiga
WARNINGS risk 10 pred 1-0 (Real Betis)λ 1.06 / 1.02conf 0.55 warning 1 info 1 good 38
Problems (1)
SevCategoryRuleMessageValueExpected
warningintegrityPLAYER_STAT_REALISMAbdel Abqar (Getafe): accurate passes 31 exceed total passes 1.31
Lambda evolution (audit trail)
StageHome λAway λ
Pre-competitive-floor1.0580.794
Pre-calibration1.0580.794
Final1.0581.020
competition_calibration_scale: 1.0competition_observed_total_goals: 0.0quality_gap_applied: Truemismatch_score_pressure_applied: Falsecompetitive_underdog_floor_applied: Truestage_discount: 1.0
Scoreline distribution
Top scorelinesP
1-013.1%
1-113.6%
0-012.7%
0-112.6%
2-17.1%
Outcome — home 35.8% · draw 30.4% · away 33.8%
Markets — O2.5 34.4% · BTTS 41.9%
Passed checks (38)
SevCategoryRuleMessageValueExpected
goodintegritySCHEMA_KEYS_PRESENTAll required sections present.
goodstructureLINEUP_ELEVENReal Betis: 11 starters.
goodstructureFORMATION_VALIDReal Betis: formation 3-5-2 valid.
goodstructureLINEUP_ELEVENGetafe: 11 starters.
goodstructureFORMATION_VALIDGetafe: formation 3-4-2-1 valid.
goodprobabilityOUTCOME_SUMS_ONEoutcome sums to 1.0000.
goodprobabilityMARKETS_COMPLEMENTARYOver/Under and BTTS pairs each sum to 1.
goodprobabilitySCORELINE_PROBS_NONNEGAll scoreline probabilities within [0,1].
goodprobabilityGRID_SUMS_ONEscoreline grid sums to 0.9977.
goodmodel_behaviorGRID_REPRODUCIBLEGrid reproducible from lambdas (max cell diff 0.0013).
goodprobabilityMLS_PROBABILITY_MATCHESHeadline probability matches the grid.
goodmodel_behaviorOUTCOME_MATCHES_GRIDOutcome split matches the grid (max diff 0.0010).
goodmodel_behaviorMARKETS_MATCH_GRIDMarkets match the grid (max diff 0.0023).
goodintegrityWINNER_IS_VALID_TEAMpredicted_winner 'Real Betis' is a participating side.
goodmodel_behaviorWINNER_MATCHES_SCOREWinner agrees with headline score (Real Betis).
goodmodel_behaviorWINNER_PROBABILITY_DIRECTIONWinner matches the win-probability favorite (Real Betis).
goodmodel_behaviorLAMBDA_BOUNDSLambdas in range (home 1.058, away 1.02).
goodprovenanceLAMBDA_FACTORS_PRESENTlambda_factors audit trail present.
goodmodel_behaviorLAMBDA_CONSISTENCYLambda identical across prediction / antagonist / factors.
goodmodel_behaviorCALIBRATION_SCALE_BOUNDSCalibration scale 1.0 in range.
goodprovenanceXGBOOST_REASONING_PRESENTMatch-level xgboost_reasoning present (XGBoost).
goodmodel_behaviorLAMBDA_REASONING_CONSISTENCYLambdas in xgboost_reasoning match final Poisson lambdas (1.058 / 1.02).
goodprovenanceFBREF_PRIORS_ACTIVEFBref team priors applied (blend weight 0.228, home E[lambda]=0.326, away E[lambda]=0.328).
goodprovenanceXGBOOST_PLAYER_REASONINGAll 22 starters carry full XGBoost / FBref reasoning.
goodintegrityTEAM_GOALS_SUMReal Betis: player goals reconcile to team total (1).
goodintegrityTEAM_GOALS_SUMGetafe: player goals reconcile to team total (0).
goodstructurePOSSESSION_SUMS_100Possession sums to 100.0%.
goodstructureEXACTLY_ONE_GOALKEEPERReal Betis: exactly one goalkeeper (Álvaro Valles).
goodintegritySHOT_MATH_INTEGRITYAll 11 projected lines have consistent shot components.
goodintegrityTEAM_SHOTS_CAPReal Betis: 13 projected shots inside the realistic envelope.
goodstructureEXACTLY_ONE_GOALKEEPERGetafe: exactly one goalkeeper (David Soria).
goodintegritySHOT_MATH_INTEGRITYAll 11 projected lines have consistent shot components.
goodintegrityTEAM_SHOTS_CAPGetafe: 17 projected shots inside the realistic envelope.
goodprovenanceSTANDING_AVAILABLELeague-standing context available for both sides.
goodprovenanceRANKING_PROVENANCE22/22 starters carry a ranking source.
goodprovenanceDATA_DEPTH15/22 starters have adequate recent history.
goodprovenancePREGAME_DIRECTION_AGREESPregame favorite agrees with the model winner (Real Betis).
goodprovenancePREGAME_TOTAL_CONSISTENTPregame total 2.08 ~ Poisson total 2.08.
Notes (1)
SevCategoryRuleMessageValueExpected
infomodel_behaviorMOST_LIKELY_IS_MODEDecisive-score substitution policy: the modal scoreline is a draw 1-1 (p=0.1364); the headline shows the most likely decisive score 1-0 (p=0.1311) for the probability favorite Real Betis.1-01-1

Málaga vs Villarreal

20260917_VIL@MCF · LaLiga
CLEAN risk 0 pred 0-1 (Villarreal)λ 1.02 / 1.26conf 0.57 info 1 good 39
Problems (0)
none
Lambda evolution (audit trail)
StageHome λAway λ
Pre-mismatch0.6501.141
Pre-competitive-floor0.6501.263
Pre-calibration0.6281.141
Final1.0201.263
competition_calibration_scale: 1.0competition_observed_total_goals: 0.0quality_gap_applied: Truemismatch_score_pressure_applied: Truecompetitive_underdog_floor_applied: Truestage_discount: 1.0
Scoreline distribution
Top scorelinesP
0-112.8%
1-113.2%
0-010.3%
1-010.3%
1-28.3%
Outcome — home 29.8% · draw 28.5% · away 41.8%
Markets — O2.5 39.9% · BTTS 46.0%
Passed checks (39)
SevCategoryRuleMessageValueExpected
goodintegritySCHEMA_KEYS_PRESENTAll required sections present.
goodstructureLINEUP_ELEVENMálaga: 11 starters.
goodstructureFORMATION_VALIDMálaga: formation 3-5-2 valid.
goodstructureLINEUP_ELEVENVillarreal: 11 starters.
goodstructureFORMATION_VALIDVillarreal: formation 5-4-1 valid.
goodprobabilityOUTCOME_SUMS_ONEoutcome sums to 1.0001.
goodprobabilityMARKETS_COMPLEMENTARYOver/Under and BTTS pairs each sum to 1.
goodprobabilitySCORELINE_PROBS_NONNEGAll scoreline probabilities within [0,1].
goodprobabilityGRID_SUMS_ONEscoreline grid sums to 0.9967.
goodmodel_behaviorGRID_REPRODUCIBLEGrid reproducible from lambdas (max cell diff 0.0012).
goodprobabilityMLS_PROBABILITY_MATCHESHeadline probability matches the grid.
goodmodel_behaviorOUTCOME_MATCHES_GRIDOutcome split matches the grid (max diff 0.0016).
goodmodel_behaviorMARKETS_MATCH_GRIDMarkets match the grid (max diff 0.0031).
goodintegrityWINNER_IS_VALID_TEAMpredicted_winner 'Villarreal' is a participating side.
goodmodel_behaviorWINNER_MATCHES_SCOREWinner agrees with headline score (Villarreal).
goodmodel_behaviorWINNER_PROBABILITY_DIRECTIONWinner matches the win-probability favorite (Villarreal).
goodmodel_behaviorLAMBDA_BOUNDSLambdas in range (home 1.02, away 1.263).
goodprovenanceLAMBDA_FACTORS_PRESENTlambda_factors audit trail present.
goodmodel_behaviorLAMBDA_CONSISTENCYLambda identical across prediction / antagonist / factors.
goodmodel_behaviorCALIBRATION_SCALE_BOUNDSCalibration scale 1.0 in range.
goodprovenanceXGBOOST_REASONING_PRESENTMatch-level xgboost_reasoning present (XGBoost).
goodmodel_behaviorLAMBDA_REASONING_CONSISTENCYLambdas in xgboost_reasoning match final Poisson lambdas (1.02 / 1.263).
goodprovenanceFBREF_PRIORS_ACTIVEFBref team priors applied (blend weight 0.228, home E[lambda]=0.328, away E[lambda]=0.326).
goodprovenanceXGBOOST_PLAYER_REASONINGAll 22 starters carry full XGBoost / FBref reasoning.
goodintegrityTEAM_GOALS_SUMMálaga: player goals reconcile to team total (0).
goodintegrityTEAM_GOALS_SUMVillarreal: player goals reconcile to team total (1).
goodstructurePOSSESSION_SUMS_100Possession sums to 100.0%.
goodintegrityPLAYER_STAT_REALISMAll 22 projected player lines pass realism checks.
goodstructureEXACTLY_ONE_GOALKEEPERMálaga: exactly one goalkeeper (Alfonso Herrero).
goodintegritySHOT_MATH_INTEGRITYAll 11 projected lines have consistent shot components.
goodintegrityTEAM_SHOTS_CAPMálaga: 8 projected shots inside the realistic envelope.
goodstructureEXACTLY_ONE_GOALKEEPERVillarreal: exactly one goalkeeper (Luiz Júnior).
goodintegritySHOT_MATH_INTEGRITYAll 11 projected lines have consistent shot components.
goodintegrityTEAM_SHOTS_CAPVillarreal: 12 projected shots inside the realistic envelope.
goodprovenanceSTANDING_AVAILABLELeague-standing context available for both sides.
goodprovenanceRANKING_PROVENANCE22/22 starters carry a ranking source.
goodprovenanceDATA_DEPTH16/22 starters have adequate recent history.
goodprovenancePREGAME_DIRECTION_AGREESPregame favorite agrees with the model winner (Villarreal).
goodprovenancePREGAME_TOTAL_CONSISTENTPregame total 2.28 ~ Poisson total 2.28.
Notes (1)
SevCategoryRuleMessageValueExpected
infomodel_behaviorMOST_LIKELY_IS_MODEDecisive-score substitution policy: the modal scoreline is a draw 1-1 (p=0.1325); the headline shows the most likely decisive score 0-1 (p=0.1276) for the probability favorite Villarreal.0-11-1

Rule catalogue

RuleDescriptionTriggered
SCHEMA_KEYS_PRESENTAll required top-level sections exist in the artifact.ok
LINEUP_ELEVENEach side fields exactly 11 starters.ok
FORMATION_VALIDFormation string parses and its outfield lines sum to 10.ok
POSSESSION_SUMS_100Estimated possession of both teams sums to ~100%.ok
TEAM_GOALS_SUMPlayers' projected integer goals sum to the team's headline score.ok
TEAM_TOTALS_SCORE_MATCHteam_totals.projected_goals equals the headline score component.ok
TEAM_EG_LAMBDA_MATCHteam_totals.expected_goals matches the team's Poisson lambda.ok
PLAYER_STAT_REALISMProjected player lines are internally consistent (xG<=shots, accurate<=total passes, minutes/rating in range).1 problems
EXACTLY_ONE_GOALKEEPEREach starting XI fields exactly one goalkeeper.ok
SHOT_MATH_INTEGRITYShot components are physically consistent (on target <= total, on+off <= total; blocked shots cannot be negative).ok
PLAYER_MINUTES_LEAGUE_CAPNo player projects more minutes than the competition clock allows (90 + stoppage, or extra time in cups).ok
TEAM_SHOTS_CAPTeam projected shots stay inside the realistic historical envelope (~35).ok
OUTCOME_SUMS_ONEhome_win + draw + away_win sums to 1.ok
MARKETS_COMPLEMENTARYOver/Under and BTTS pairs each sum to 1.ok
GRID_SUMS_ONEThe scoreline probability grid sums to ~1.ok
SCORELINE_PROBS_NONNEGEvery scoreline probability is a valid [0,1] value.ok
GRID_REPRODUCIBLEThe reported scoreline grid is reproducible from the lambdas.ok
MOST_LIKELY_IS_MODEThe headline most-likely score is the distribution's modal scoreline.ok
MLS_PROBABILITY_MATCHESmost_likely_score_probability equals the grid value of that score.ok
OUTCOME_MATCHES_GRIDThe reported win/draw/loss split is derivable from the grid.ok
MARKETS_MATCH_GRIDThe reported Over/Under and BTTS are derivable from the grid.ok
WINNER_MATCHES_SCOREpredicted_winner agrees with the headline score direction.ok
WINNER_PROBABILITY_DIRECTIONpredicted_winner is the team with the higher win probability.ok
WINNER_IS_VALID_TEAMpredicted_winner names a participating team (or Draw).ok
MODAL_OUTCOME_IS_DRAWDraw is the single largest outcome bucket while a team is named.ok
LAMBDA_BOUNDSBoth lambdas fall inside the engine's [0.55, 5.00] envelope.ok
LAMBDA_CONSISTENCYThe lambda is identical across prediction / antagonist / lambda_factors.ok
LAMBDA_FACTORS_PRESENTThe lambda_factors decomposition (audit trail) is present.ok
CALIBRATION_SCALE_BOUNDScompetition_calibration_scale stays within [0.85, 1.35].ok
CALIBRATION_RECORDEDWhen calibration ran, the pre-calibration lambdas are recorded.ok
STANDING_AVAILABLELeague-standing context is available for a domestic fixture.ok
RANKING_PROVENANCEPlayer ranking/quality signals carry a recognised source.ok
DATA_DEPTHStarters have enough recent games to model rather than synthesise.ok
FBREF_PRIORS_ACTIVEFBref season-prior files exist so that branch is not silently inert.ok
XGBOOST_REASONING_PRESENTMatch-level xgboost_reasoning payload is present with full tracing pipeline.ok
XGBOOST_PLAYER_REASONINGStarters have xgboost_reasoning metadata tracking feature contributions and FBref priors.ok
LAMBDA_REASONING_CONSISTENCYLambdas reported in xgboost_reasoning match the final Poisson lambdas.ok
PREGAME_DIRECTION_AGREESThe pregame fair-line favorite agrees with the model winner.ok
PREGAME_TOTAL_CONSISTENTThe pregame expected total is close to the sum of the lambdas.ok
RESULT_WINNER_HITThe predicted winner matched the real result.ok
RESULT_EXACT_SCORE_HITThe headline score matched the real scoreline exactly.ok
RESULT_OU_HITThe Over/Under 2.5 lean matched reality.ok
RESULT_BTTS_HITThe BTTS lean matched reality.ok
RESULT_CONFIDENT_MISSA high-confidence prediction did not reach the real outcome.ok
OUTCOME_BRIERBrier score of the win/draw/loss probabilities vs the real result.ok
Generated 2026-09-17 13:35:52 UTC · Soccer prediction reporting