支持医生决策的GPT-4的表现在科多选题
Ryunosuke Noda1, Kenichiro Tanabe2, Daisuke Ichikawa3
1Division of Nephrology and Hypertension, Department of Internal Medicine, St. Marianna University School of Medicine, 2-16-1 Sugao, Miyamae-ku, Kawasaki, Kanagawa, 216-8511, Japan. nodaryu00@gmail.com.
Scientific reports
|May 2, 2025
概括
生成式预训练型变压器 (GPT) -4改善了医生,特别是初级医生的神经病学问题的准确性. 然而,由于在特定区域可能产生负面影响,建议谨慎使用.
科学领域:
- 医疗人工智能 医疗人工智能
- 科研究 科研究
- 临床决策支持 临床决策支持
背景情况:
- 生成式预训练变压器 (GPT) -4,一种交谈式人工智能,显示出医疗潜力.
- 它在支持医生决策中的有效性,特别是在科中,尚未得到充分证实.
研究的目的:
- 评估GPT-4在协助医生解决科相关问题方面的表现.
- 为了比较GPT-4辅助对初级和高级医生的准确性的影响.
主要方法:
- 使用了45个多选项科问题.
- 初级和高级医生独自回答问题,然后使用GPT-4辅助.
- 准确率在GPT-4干预之前和之后进行了比较.
主要成果:
- GPT-4正确回答了77.8%的问题.
- 在GPT-4支持后,医生的准确性显著提高 (初级生:53.3%至72.2%;老年人:65.6%至75.6%).
- 在初级医生中,改善更为明显;老年人显示在一个类别的下降.
结论:
- GPT-4显著提高了医生在病学方面的准确性,特别是对于经验较少的医生来说.
- 在特定子领域的潜在负面影响需要仔细考虑临床实施.
- 需要进一步的研究,以优化将GPT-4整合到医疗决策中.
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