Machine Learning Risk Prediction API for Chronic Conditions

Develop a PHP API that integrates machine learning prediction models for chronic disease risk assessment. The system should accept patient health parameters, securely process complex medical histories, and return risk probability scores with confidence intervals. Implement a modular architecture allowing dynamic model loading, support for multiple predictive algorithms, and comprehensive logging of prediction reasoning for clinical review.