Patient Medication Interaction Risk Prediction Service

Build a sophisticated Laravel-based API that analyzes potential medication interactions using comprehensive drug databases and machine learning algorithms. Create an endpoint that accepts patient medication lists and returns detailed risk assessments, potential contraindications, and personalized recommendations. Implement a real-time update mechanism for drug interaction databases and support for complex medical rule sets.