Predictive Patient Risk Stratification Workflow

Design an automated machine learning workflow that continuously analyzes patient longitudinal health data to generate real-time risk prediction models. The system should integrate electronic health records, claims data, genetic information, and lifestyle factors to create dynamic risk scores. Implement explainable AI techniques to provide clinicians with interpretable risk factors and confidence intervals.