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同行对临床医生在医疗决策中使用生成式人工智能的看法。

Peer perceptions of clinicians using generative AI in medical decision-making.

作者信息

Yang Haiyang, Dai Tinglong, Mathioudakis Nestoras, Knight Amy M, Nakayasu Yuna, Wolf Risa M

机构信息

Carey Business School, Johns Hopkins University, Baltimore, MD, USA.

Hopkins Business of Health Initiative, Johns Hopkins University, Washington, DC, USA.

出版信息

NPJ Digit Med. 2025 Aug 18;8(1):530. doi: 10.1038/s41746-025-01901-x.

Abstract

This study investigates how a physician's use of generative AI (GenAI) in medical decision‑making is perceived by peer clinicians. In a randomized experiment, 276 practicing clinicians evaluated one of three vignettes depicting a physician: (1) using no GenAI (Control), (2) using GenAI as a primary decision-making tool (GenAI-primary), and (3) using GenAI as a verification tool (GenAI-verify). Participants rated the physician depicted in the GenAI‑primary condition significantly lower in clinical skill (on a 1-7 scale; mean = 3.79) than in the Control condition (5.93, p < 0.001). Framing GenAI use as verification partially mitigated this effect (4.99, p < 0.001). Similar patterns appeared for perceived overall healthcare experience and competence. Participants also acknowledged GenAI's value in improving accuracy (4.30, p < 0.002) and rated institutionally customized GenAI more favorably (4.96, p < 0.001). These findings suggest that while clinicians see GenAI as helpful, its use can negatively impact peer evaluations. These effects can be reduced, but not fully eliminated, by framing it as a verification aid.

摘要

本研究调查了同行临床医生如何看待医生在医疗决策中使用生成式人工智能(GenAI)的情况。在一项随机实验中,276名执业临床医生对描绘一名医生的三个案例之一进行了评估:(1)不使用GenAI(对照组),(2)将GenAI用作主要决策工具(GenAI-主要组),以及(3)将GenAI用作验证工具(GenAI-验证组)。参与者对GenAI-主要组中描绘的医生的临床技能评分(1-7分制;平均值=3.79)显著低于对照组(5.93,p<0.001)。将GenAI的使用设定为验证可部分减轻这种影响(4.99,p<0.001)。在感知的整体医疗体验和能力方面也出现了类似模式。参与者也认可GenAI在提高准确性方面的价值(4.30,p<0.002),并且对机构定制的GenAI评价更高(4.96,p<0.001)。这些发现表明,虽然临床医生认为GenAI有帮助,但其使用可能会对同行评价产生负面影响。通过将其设定为验证辅助工具,这些影响可以减少,但不能完全消除。

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