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评估大型语言模型作为炎症性肠病患者教育工具:一项比较研究
Yan Zhang1,2,3,4, Xiao-Han Wan1,2,3,4, Qing-Zhou Kong1,2,3,4
1Department of Gastroenterology, Qilu Hospital of Shandong University, Jinan 250012, Shandong Province, China.
World journal of gastroenterology
|February 17, 2025
概括
大型语言模型 (LLM) 显示了教育炎症性肠病 (IBD) 患者的潜力. 然而,它们的准确性和可理解性各不相同,特别是对于复杂的医疗建议,需要进一步开发以确保患者安全使用.
科学领域:
- 医疗信息学 医疗信息学
- 医疗保健中的人工智能
- 胃肠病学 胃肠病学
背景情况:
- 炎症性肠病 (IBD) 构成了全球重大健康挑战,增加了对有效患者教育的需求.
- 大型语言模型 (LLM) 为向患者传播健康信息提供了一个有希望的途径.
- 在提供准确和可理解IBD信息的LLMs的有效性需要彻底调查.
研究的目的:
- 评估三种领先的LLM (ChatGPT-4.0,Claude-3-Opus,Gemini-1.5-Pro) 作为IBD患者参考的实用性.
- 为了比较这些LLM在回答患者特定IBD查询方面的表现.
主要方法:
- 胃肠病学专家提出了15个关于IBD的常见患者问题.
- 医学专家对LLM的反应进行了准确性,可理解性和相关性的评估,使用利克尔特尺度.
- 患者评估了LLM生成答案的可理解性.
- 根据提供的信息进行了可读性评估.
主要成果:
- 所有评估的LLM都显示出IBD基本信息 (定义,症状,诊断) 的准确性,可理解性和完整性.
- 对于复杂的医疗建议,包括药物副作用,饮食和并发症风险,表现有显著差异.
- 与ChatGPT-4.0和Gemini-1.5-Pro.相比,Claude-3-Opus显示出更好的可读性.
结论:
- LLM具有潜力作为IBD患者的有价值的教育工具.
- 在LLM表现的差异凸显了对模型优化和专业开发的需求.
- 确保LLM生成的医疗信息的准确性和安全性对于患者护理至关重要.
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