CalibWatch: Calibration-Drift Monitoring and Recalibration for Deployed Clinical Risk Models

A monitoring service that tracks strictly proper measures (Brier score, log loss) and calibration curves for hospital risk models already in production, alerts when calibration drift erodes net benefit, and triggers recalibration with before/after scorecards.