Label leakage—when outcome information inadvertently contaminates AI training data—creates healthcare prediction models that appear accurate in testing but

As AI systems move into specialized medical fields, general ethical frameworks prove inadequate. Recent analyses across pediatric surgery,

Leading health systems are moving beyond AI pilots to develop strategic frameworks for organization-wide implementation. This analysis examines