Medical education

The real test of an AI tutor is what learners do without it

Dr. Fady Hannah-Shmouni's recent KevinMD essay, "Continuing medical education needs a tutor, not a lecture," makes a case I share without reservation. Slide decks and ten-question quizzes survive because they are easy to accredit, not because they necessarily produce durable…

Dr. Fady Hannah-Shmouni’s recent KevinMD essay, “Continuing medical education needs a tutor, not a lecture,” makes a case I share without reservation. Slide decks and ten-question quizzes survive because they are easy to accredit, not because they necessarily produce durable learning. An AI tutor that presents a case, waits for the clinician’s answer, and probes the reasoning behind it is far closer to how expertise actually develops.

His guardrails are …

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The real test of an AI tutor is what learners do without it