Longitudinal Patient Health Trajectory Modeling Engine

Develop a computational engine for modeling long-term patient health trajectories by integrating diverse data sources and applying advanced probabilistic modeling techniques. Create a system capable of generating personalized health predictions, identifying early intervention opportunities, handling complex comorbidities, and providing uncertainty quantification. Include mechanisms for dynamic model updates and interpretable risk assessments.