Machine Learning-Powered Predictive Health Risk API

Architect a Laravel-based predictive health risk assessment API that integrates machine learning models for early disease detection. Develop a secure microservice that can ingest patient health data, apply pre-trained risk prediction models, and return probabilistic health risk scores with confidence intervals. Implement a modular design allowing dynamic model updates, with strict data anonymization and compliance with medical research ethics guidelines.