Generative AI 101

AI in Healthcare: The Recommendation Loop

26 August 2026 12:30 Emily Laird

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About this episode

Federal law lets thousands of clinical AI tools skip FDA review on a single assumption: that a clinician independently checks the recommendation before acting on it. Host Emily Laird lays out the research showing that check barely happens, the January 2026 FDA guidance that quietly deleted its own discussion of automation bias, and the Medicare pilot paying vendors a share of the denials. The machines got smart, so that argument is finished. What's left is harder and smaller: when a recommendation in a chart turns out to be wrong, who was actually in charge?

 

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