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◆ Academic radiology2026-09-22

A Multi-Level Perspective on Generative AI Usage, Supervision, and Policy in Radiology Training and Education.

Rachana Gurudu, Kailash Singh, Brandon Henderson, Mary Scanlon, Po-Hao Chen

原始摘要(英文原文)· Original abstract
The rapid integration of generative artificial intelligence (AI) into medical education has outpaced formal guidance, creating a "hidden curriculum" for learners. This multi-level perspective convenes a panel across the academic radiology continuum, from a pre-medical student to a radiology residency program director, to examine how AI is currently reshaping training. While trainees actively use generative AI models for clinical translation and study efficiency, limited institutional guidance exists for appropriate use, risking data bias and cognitive deskilling. This perspective advocates for an "AI-conscious" teaching approach, as opposed to prohibitive policies, embedding formal AI education in the medical training pipeline to prepare the next generation of radiologists.
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A Multi-Level Perspective on Generative AI Usage, Supervision, and Policy in Radiology Training and Education. — 科研速览 Science Skim