聊天GPT-4关于关节软骨手术的回应往往不同于专家的共识:比较分析
Takuji Yokoe1,2, Giulia Roversi3, Nuno Sevivas4,5,6,7
1Orthopaedic Department, Centro Hospitalar Póvoa de Varzim, Vila do Conde, Portugal.
Foot & ankle orthopaedics
|August 18, 2025
概括
像ChatGPT这样的大型语言模型可能无法为足手术提供准确的指导. 这项研究发现,关于脚软骨修复的ChatGPT-4反应往往不同于专家的共识.
科学领域:
- 整形外科 整形外科 整形外科
- 人工智能在医学中的应用
- 手术创新 在外科创新.
背景情况:
- 对于像ChatGPT这样的大型语言模型 (LLM) 进行的有限研究,用于足手术的临床指导.
- 这项研究解决了评估骨科决策中的LLM准确性的需要.
研究的目的:
- 评估ChatGPT关于脚软骨修复的指导的准确性.
- 将ChatGPT的答案与已建立的专家共识陈述进行比较.
主要方法:
- 根据2017年国际共识会议,ChatGPT-4对关节软骨病变治疗方法提出了14个问题.
- 答案与共识陈述进行了评估,使用利克尔特等级 (1-5) 进行相似性评估.
- 聊天GPT的答案在准确性,过度结论性,补充性和不完整性方面得到了进一步的评分.
主要成果:
- 聊天GPT答案和专家共识之间的平均相似度得分为3.1 ± 0.8.8.
- 聊天GPT实现了71.4%的准确性,但也显示了35.7%的过度结论性和78.6%的补充性.
- 很大一部分答案 (14.3%) 是不完整的.
结论:
- 聊天GPT-4经常提供信息,偏离了关于关节软骨病变的手术治疗的专家共识.
- 这些发现表明,在这个专门的外科领域使用LLM作为临床指导时需要谨慎.
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