Patient-Specific Treatment Response Predictor

Create a type-safe predictive system for estimating individual patient treatment responses using advanced TypeScript generics and machine learning type transformations. Design a flexible type system that can represent complex patient profiles, handle multiple treatment variables, and provide compile-time safety for response prediction. Implement sophisticated type guards that can validate and generate personalized treatment response models.