Bristol researchers say medicine already knows how to handle black boxes and AI could learn from it

Researchers at the University of Bristol have proposed a new framework called Learning Ensemble designed to evaluate medical AI by adapting standards used in drug approval processes. The system focuses on defining model limitations, ensuring fairness across diverse patient populations, and verifying clinical utility. This approach aims to address the black box nature of diagnostic tools by establishing a structured safety protocol for AI deployment in healthcare settings.