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评估大型语言模型在结膜炎患者教育中的有效性
Jingyuan Wang1, Runhan Shi1, Qihua Le1
1Department of Ophthalmology and Vision Science, State Key Laboratory of Molecular Engineering of Polymerse, Fudan University, Shanghai, People's Republic of China.
The British journal of ophthalmology
|August 30, 2024
概括
大型语言模型 (LLM) 有效地回答患者关于结膜炎的问题,增强患者教育. GPT-4和Qwen表现出强的性能,显示出进一步改进后临床使用的前景.
科学领域:
- 眼科医生 眼科 眼科
- 人工智能的人工智能
- 医疗信息学 医疗信息学
背景情况:
- 结膜炎是一种常见的眼睛疾病,需要可访问的患者信息.
- 大型语言模型 (LLM) 为患者教育提供了潜力,但需要对医疗准确性和可用性进行评估.
- 评估LLM对患者查询的反应对于安全的临床整合至关重要.
研究的目的:
- 评估LLM对患者生成的结膜炎问题的答案的质量.
- 为了比较不同LLM (GPT-4,Qwen,Baichuan 2,PaLM 2) 在提供结膜炎信息方面的表现.
- 评估患者和专家眼科医生对LLM产生的反应的看法.
主要方法:
- 一项两阶段的研究,涉及专家眼科医生和患者对LLM对结膜炎问题的反应的评估.
- 第一个阶段:六名眼科医生对四名LLM的答案进行了正确性,完整性,可读性,有用性和安全性等级.
- 第二阶段:三十名患者根据满足感,人性化和专业性评估了GPT-4和Qwen的反应.
主要成果:
- 在大多数指标,尤其是正确性和可读性方面,GPT-4表现出卓越的表现.
- 奎恩在帮助和安全方面也表现出了强的表现.
- 患者和眼科医生都报告了对GPT-4和Qwen的高满意度和一致的评估,表明性能强.
结论:
- 专业的LLM,特别是GPT-4和Qwen,可以有效地提高患者对结膜炎的教育.
- 这些模型对眼科中真实世界的患者互动有显著的前景.
- 在临床广泛采用之前,需要进一步研究来完善LLM个性化和复杂查询处理.
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