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对大型语言模型的评估,以提供在脊椎病关护理中的教育信息
Yangyi Huang1, Runhan Shi2, Can Chen1
1Eye Institute and Department of Ophthalmology, Eye & ENT Hospital, Fudan University, Shanghai 200031, China; NHC Key Laboratory of Myopia (Fudan University), Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai 200031, China; Shanghai Research Center of Ophthalmology and Optometry, China; Shanghai Engineering Research Center of Laser and Autostereoscopic 3D for Vision Care, China.
概括
大型语言模型 (LLM) 在教育患者关于关键的近视控制方法 - - 脊椎病理学方面表现有前途. Qwen-72B和GPT-4提供了准确的信息,尽管需要进一步的语言改进.
科学领域:
- 眼科医生 眼科 眼科
- 人工智能的人工智能
- 医疗教育 医学教育
背景情况:
- 大型语言模型 (LLM) 越来越多地用于眼科应用.
- 在对骨髓瘤学 (一种主要的近视控制策略) 的患者教育中,LLM的有效性仍未得到评估.
研究的目的:
- 评估不同大型语言模型 (LLM) 在提供患者对脊椎病理学教育方面的有效性.
- 为了比较GPT-4,Qwen-72B和Yi-34B在响应质量,准确性和用户满意度方面对 ортокератология查询进行比较.
主要方法:
- 一项横截面研究使用了一个由24个GPT-4,Qwen-72B和Yi-34B的orthokeratology查询组成的问题库.
- 眼科医生和近视儿童的父母使用5分利克尔特尺度进行了客观和主观评估.
- 评估的指标包括正确性,相关性,可读性,适用性,安全性,清晰性,帮助性和整体满意度.
主要成果:
- 在LLMs中没有发现安全性,相关性,正确性或适用性的显著差异.
- 与Yi-34B和Qwen-72B相比,GPT-4的可读性得分较低.
- 父母对所有LLM的评分都很高 (平均值>4.7),GPT-4在帮助和满意度方面表现出色,而Qwen-72B在整体标准化得分方面取得了更高的成绩.
结论:
- GPT-4和Qwen-72B提供了准确和有用的响应,用于骨关节炎患者教育.
- 持续改进是必要的,以提高响应的准确性,特别是在不同的语言和环境.
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