Patient Risk Stratification Machine Learning Pipeline

Design a Python script that uses machine learning techniques to analyze patient spreadsheets and generate risk stratification models. Utilize libraries like scikit-learn for predictive modeling, implement feature engineering specific to healthcare data, and create a modular pipeline that can handle different chronic disease prediction scenarios. Include model evaluation metrics and interpretability features.