聊天GPT失败了台湾的家庭医学委员会考试
Tzu-Ling Weng1,2, Ying-Mei Wang3,4,5, Samuel Chang6
1Center for Geriatrics and Gerontology, Taipei Veterans General Hospital, Taipei, Taiwan, ROC.
Journal of the Chinese Medical Association : JCMA
|June 9, 2023
概括
在台湾的家庭医学委员会考试中,ChatGPT的准确率达到了41.6%,这表明它目前在专业医学知识评估方面的局限性. 虽然它不足以参加董事会考试,但它显示了医学教育和考试准备的潜力.
科学领域:
- 人工智能在医学中的应用
- 医疗教育 技术 技术 医学教育
- 自然语言处理自然语言处理.
背景情况:
- 一个AI语言模型ChatGPT因其查询响应能力而越来越受欢迎.
- 以前的研究表明,人工智能模型在不同领域的性能各不相同.
- 该研究评估了ChatGPT在医疗领域的性能.
研究的目的:
- 在医学委员会检查中评估ChatGPT的准确性.
- 为了确定特定的问题类型,聊天GPT的表现更好或更差.
- 探索ChatGPT在医学学习和准备中的潜在实用性.
主要方法:
- 利用了台湾2022年家庭医学委员会考试中的问题.
- 包括各种各样的问题格式,如反向和多选题.
- 将ChatGPT的答案与官方正确答案进行比较,以计算准确率.
主要成果:
- 聊天GPT的整体准确率为41.6% (125个问题中有52个问题).
- 根据问题类型的准确性有所不同,在否定句子,相互排斥和案例场景问题上可以接受的表现.
- 根据问题的长度或特定类型 (如多选项或地方政策问题) 观察到的准确性没有显著差异.
结论:
- 目前ChatGPT的准确性不足以应对高风险的医学委员会考试,比如台湾的家庭医学考试.
- 潜在的局限性包括考试难度和模型在中国传统医疗资源中的训练数据.
- 聊天GPT可以作为医学学生和考试准备的补充工具,保证进一步的研究以改进.
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