一个有组织的方法来使用大语言模型用于医疗信息
Saman Andalib1, Aidin Spina1, Faris F Halaseh1
1University of California, Irvine, School of Medicine, Irvine, California.
The western journal of emergency medicine
|January 19, 2026
概括
本研究引入了一个标准化的框架,用于在医疗应用中提示大型语言模型 (LLM). 在LLM提示符中精确的变量和句子组合可以生成个性化的患者信息,改善医疗保健结果.
科学领域:
- 医疗信息学 医疗信息学
- 医疗保健中的人工智能
背景情况:
- 像ChatGPT这样的大型语言模型 (LLM) 越来越受欢迎.
- 现有的LLM医疗应用框架有限.
- 为了有效的医疗用途,需要标准化的提示技术.
研究的目的:
- 在医疗环境中建立LLM提示变量和条款的命名体系.
- 证明在医疗保健中结构化提示方法的实用性.
- 为患者特定的LLM信息生成概述一种方法.
主要方法:
- 定义的关键词:输入提示符,变量,条款,人口变量,独立变量,依赖变量,生成条款和输出.
- 使用ChatGPT-4进行评估.
- 实施了从患者和医生的角度对三个样本病例的方法.
主要成果:
- 变量和条款的精确组合产生独特的,个性化的LLM输出.
- 法律学士学位的结果考虑了患者的人口统计 (年龄,性别,体重,身高,教育程度).
- 法律学可以快速生成全面的教育材料,潜在地改善医疗保健结果.
结论:
- 描述的框架标准化了医学LLM输入方法.
- 这种方法增强了患者特定信息查询的潜力.
- 未来的研究应该探索专业和呈现特定的快速调整以获得最佳结果.
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