Adaptive Validation Strategies for Real-World Clinical AI Systems

This work is about how to safely test and keep checking AI tools used in real hospitals on real patients. Think of it as creating the rules and checklists for how to road-test self‑driving cars, but here the ‘cars’ are clinical AI systems and the ‘roads’ are messy, changing healthcare environments.