Potassium — forecasting the emergency
Hyperkalemia is a genuine, life-threatening event, and it peaks the day after the long interdialytic break. A reactive dwell engine plus a machine-learning quantile forecaster watches for sustained excursions and flags risk before it becomes an admission.