Personalized Medication Response Prediction Model

Develop a sophisticated machine learning system for predicting individual patient responses to specific medications. Create a comprehensive model integrating genetic markers, drug interaction databases, patient medical histories, and pharmacological research data. Implement advanced feature engineering, develop probabilistic response scoring, and create an interpretable framework for generating personalized medication recommendations.