利用语言模型来简化结肠镜后患者管理:一种新的方法
Yuri Gorelik1, Itai Ghersin1, Itay Maza1
1Gastroenterology Institute, Rambam Health Care Campus and Technion Institute of Technology, Faculty of Medicine, Haifa, Israel.
Gastrointestinal endoscopy
|June 29, 2023
概括
通过提供基于指南的建议,ChatGPT可以改善结肠镜术后的护理. 这种先进的语言模型表现出高精度和合规性,帮助医疗保健提供者在决策和患者沟通方面发挥作用.
科学领域:
- 人工智能在医学中的应用
- 自然语言处理应用程序
背景情况:
- 一个先进的语言模型ChatGPT在包括医学在内的各种领域中越来越多地发现了应用.
- 结肠镜检查后的管理面临着低合规率和时间问题的挑战.
研究的目的:
- 探索ChatGPT在优化结肠镜后管理方面的实用性.
- 评估ChatGPT为结肠镜后护理提供基于指南的建议的能力.
主要方法:
- 一项概念验证研究,涉及20个临床场景 (结构化报告和自由文本注释).
- 两个高级胃肠道科医生对ChatGPT的反应进行了评估,以确保其符合指南和准确性.
- 使用弗莱斯的卡帕系数进行评估的评价者间协议.
主要成果:
- 聊天GPT实现了90%的符合指导方针和85%的准确性.
- 观察到非常好的评价者之间的一致性 (Fleiss' kappa = 0.84,P < .01).
- 聊天GPT有效地处理了各种输入格式,并生成了简洁的患者信件.
结论:
- 聊天GPT显示出有潜力帮助医疗保健提供者在结肠镜后护理的知情决策.
- 该模型可以改善对结肠镜后监测指南的遵守.
- 未来的研究应该专注于电子健康记录的整合和更广泛的医疗保健环境评估.
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