NEWSTREND // SYSTEM EVOLUTION
ADAPTIVE

Adaptive Calibration

Pillar weight + confidence threshold evolution from realized prediction accuracy
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Confidence Threshold Evolution
Pillar Weights (EMA-smoothed)
Latest Threshold Sweep argmax(score) within MIN_N gate becomes recommendation
ThresholdNAccuracyAvg RetScoreStatus
Pillar Status (current) applied=true means N≥30 gate met
PillarNAlpha (pp)EMA WeightStatusReason
Calibration Runs Log
RunUpdatedModeN RecordsActionableThreshold EMA