Learning, Potential, and Retention: An Approach for Evaluating Adaptive AI-Enabled Medical Devices

Researchers introduce a new framework for evaluating adaptive AI models in medical devices, using three key measurements: learning, potential, and retention. The approach addresses challenges in assessing AI systems that continuously update, providing insights for regulatory oversight of adaptive medical AI safety and effectiveness.