# AI in Healthcare: The Recommendation Loop Page: https://stenobird.com/podcast/generative-ai-101-6932184/ai-in-healthcare-the-recommendation-loop Text version: https://stenobird.com/podcast/generative-ai-101-6932184/ai-in-healthcare-the-recommendation-loop.md Podcast: [Generative AI 101](https://stenobird.com/podcast/generative-ai-101-6932184) Published: 2026-08-26T13:19:16+00:00 Episode link: https://generativeai101.podbean.com/e/ai-in-healthcare-the-recommendation-loop/ Audio file: https://mcdn.podbean.com/mf/web/2kmunyzy2vjzwzwu/03HealthcareRecommendation.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/generative-ai-101-6932184/episodes/ai-in-healthcare-the-recommendation-loop Duration seconds: 750 ## Resource 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? 🎯 JOIN THE AI WEEKLY MEETUPS https://www.uwstout.edu/ai-weekly-meetup 📩 EMAIL REMINDERS FOR THE MEETUPS https://app.e2ma.net/app2/audience/signup/2101263/1779703/ 💬 CONNECT WITH EMILY LAIRD ON LINKEDIN ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/generative-ai-101-6932184/episodes/ai-in-healthcare-the-recommendation-loop/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/generative-ai-101-6932184/ai-in-healthcare-the-recommendation-loop.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.