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docs: update DISCOVERY_PREDICTION.md for PR #51 (AUROC 0.8164, ~28-48%) - #52
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- Add PR #51 to completed improvements header - Add detailed PR #51 section: proline synthesis penalty (DKP risk) and helix bonus weight 0.01→0.03 with literature citations - Update AUROC from 0.811/0.8138 → 0.8164 throughout - MIC gate updated ~60-70% → ~61-71% to reflect AUROC improvement - Breaking news probability updated ~27-47% → ~28-48% - Add item 15 to "What the Pipeline Got Right" - Update summary table, confidence calibration, roadmap gap references - Scoring model limitation: ~-5 pp → ~-4 pp (AUROC improved)
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Summary
Updates discovery prediction documentation to reflect PR #51 (proline synthesis penalty + helix bonus enhancement):
Test plan
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