Deep Learning for ECG Arrhythmia Detection & Cardiac Event Prediction — 12-lead ECG classification with false alarm reduction for cardiac monitoring

Capacity-Constrained ROC gate: a deployment feasibility check that couples ROC operating points to human review capacity, with optional δ-level Poisson overload control.

AI-Native Notification Engine built with FastAPI that intelligently prioritizes, delays, or suppresses notifications using deduplication, alert fatigue control, dynamic rule configuration, AI scoring, and full decision traceability.