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探索生成式人工智能辅助医学教育:评估面向医学生的基于案例的学习

Exploring Generative Artificial Intelligence-Assisted Medical Education: Assessing Case-Based Learning for Medical Students.

作者信息

Sauder Matthew, Tritsch Tara, Rajput Vijay, Schwartz Gary, Shoja Mohammadali M

机构信息

Medical Education, Dr. Kiran C. Patel College of Allopathic Medicine, Nova Southeastern University, Fort Lauderdale, USA.

出版信息

Cureus. 2024 Jan 9;16(1):e51961. doi: 10.7759/cureus.51961. eCollection 2024 Jan.

DOI:10.7759/cureus.51961
PMID:38333501
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10852982/
Abstract

The recent public release of generative artificial intelligence (GenAI) has brought fresh excitement by making access to GenAI for medical education easier than ever before. It is now incumbent upon both students and faculty to determine the optimal role of GenAI within the medical school curriculum. Given the promise and limitations of GenAI, this study aims to assess the current capabilities of a GenAI (Chat Generative Pre-trained Transformer, ChatGPT), specifically within the framework of a pre-clerkship case-based active learning curriculum. The role of GenAI is explored by evaluating its performance in generating educational materials, creating medical assessment questions, answering medical queries, and engaging in clinical reasoning by prompting it to respond to a problem-based learning scenario. Our results demonstrated that GenAI addressed epidemiology, diagnosis, and treatment questions well. However, there were still instances where it failed to provide comprehensive answers. Responses from GenAI might offer essential information, hint at the need for further inquiry, or sometimes omit critical details. GenAI struggled with generating information on complex topics, raising a significant concern when using it as a 'search engine' for medical student queries. This creates uncertainty for students regarding potentially missed critical information. With the increasing integration of GenAI into medical education, it is imperative for faculty to become well-versed in both its advantages and limitations. This awareness will enable them to educate students on using GenAI effectively in medical education.

摘要

生成式人工智能(GenAI)最近的公开发布带来了新的热潮,使医学院校更容易在医学教育中使用GenAI。现在,学生和教师都有责任确定GenAI在医学院课程中的最佳作用。鉴于GenAI的前景和局限性,本研究旨在评估一种GenAI(聊天生成预训练变换器,ChatGPT)的当前能力,特别是在临床实习前基于案例的主动学习课程框架内。通过评估GenAI在生成教育材料、创建医学评估问题、回答医学问题以及通过促使其回应基于问题的学习场景来进行临床推理方面的表现,探讨了GenAI的作用。我们的结果表明,GenAI能很好地回答流行病学、诊断和治疗方面的问题。然而,仍有一些情况它未能提供全面的答案。GenAI的回答可能会提供基本信息,暗示需要进一步探究,或者有时会遗漏关键细节。GenAI在生成复杂主题的信息方面存在困难,当将其用作医学生查询的“搜索引擎”时,这引发了重大担忧。这给学生带来了关于可能错过关键信息的不确定性。随着GenAI越来越多地融入医学教育,教师必须精通其优势和局限性。这种认识将使他们能够教育学生如何在医学教育中有效地使用GenAI。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/68ac/10852982/51060f20329e/cureus-0016-00000051961-i03.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/68ac/10852982/233157e389c9/cureus-0016-00000051961-i01.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/68ac/10852982/84fc90126edb/cureus-0016-00000051961-i02.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/68ac/10852982/51060f20329e/cureus-0016-00000051961-i03.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/68ac/10852982/233157e389c9/cureus-0016-00000051961-i01.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/68ac/10852982/84fc90126edb/cureus-0016-00000051961-i02.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/68ac/10852982/51060f20329e/cureus-0016-00000051961-i03.jpg

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