Predictive Health Risk Assessment Engine

Develop a type-safe TypeScript framework for generating personalized health risk assessments using machine learning and statistical modeling. Create a flexible pipeline that can integrate multiple data sources (electronic health records, genetic data, lifestyle information) to generate probabilistic health risk predictions. Implement advanced type definitions for risk factors, support for multiple prediction models, and comprehensive validation of input data. Design a secure system that maintains patient privacy while providing actionable health insights.