Chronic Disease Progression Prediction Model

Create an advanced machine learning system for predicting the progression of chronic diseases using multi-modal patient data. Develop a Python framework that can integrate electronic health records, genetic information, lifestyle factors, and longitudinal health metrics to generate personalized disease trajectory models. Implement adaptive learning techniques, provide interpretable risk assessments, and support multiple chronic disease domains.