Patient Risk Stratification Machine Learning Pipeline

Construct a sophisticated Python machine learning pipeline that ingests multi-source healthcare spreadsheets, performs comprehensive patient risk stratification, and generates predictive health intervention models. Implement advanced feature engineering techniques, handle missing data gracefully, and create an interpretable machine learning model with explainable AI components. The solution must comply with medical data privacy regulations and provide confidence intervals for predictions.