Patient Treatment Response Predictive Analytics

Create an advanced machine learning pipeline to predict individual patient treatment responses using multi-dimensional medical data. Develop a comprehensive system that integrates genetic markers, treatment history, demographic information, and longitudinal health records. Implement ensemble learning techniques, develop interpretable model explanations using SHAP values, and create a probabilistic framework for personalized treatment recommendation scoring.