Patient Risk Stratification Machine Learning Pipeline

Design a sophisticated TypeScript machine learning pipeline for patient risk stratification and predictive healthcare interventions. Create a flexible system that can integrate multiple data sources to generate comprehensive patient risk profiles. Implement advanced type definitions for risk factors, support for multiple machine learning models, and comprehensive validation of input data. Include secure data processing mechanisms and the ability to generate actionable healthcare recommendations.