Adaptive Patient Risk Prediction Database

Create a dynamic database architecture that supports predictive risk modeling for patient health outcomes using Laravel. Design a schema that can integrate multiple data sources, implement real-time risk scoring algorithms, and support continuous model retraining. Include strategies for handling probabilistic medical data and creating scalable feature engineering pipelines.