评估成人鼻炎指南:对AAO-HNS和AI聊天机器人的比较分析
Shaun Edalati1, Shiven Sharma1, Rahul Guda1
1Department of Otolaryngology-Head and Neck Surgery, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
American journal of otolaryngology
|January 30, 2025
概括
人工智能聊天机器人显示出健康信息的潜力,但需要提高成人鼻炎指南的准确性和完整性. 需要进一步开发才能达到临床标准.
科学领域:
- 医疗信息学 医疗信息学
- 医疗保健中的人工智能
- 遵守临床指南 遵守临床指南
背景情况:
- 基于大型语言模型的聊天机器人越来越多地用于健康信息检索.
- 美国耳鼻喉学会 - 头部和部外科基金会 (AAO-HNS) 提供了成人鼻炎的临床指南.
研究的目的:
- 评估受欢迎的人工智能聊天机器人 (ChatGPT-3.5,ChatGPT-4.0,Bard,Llama 2) 如何遵守AAO-HNS成人鼻炎指南.
- 评估聊天机器人响应的准确性,过度结论性,补充信息和完整性.
主要方法:
- 来自四个聊天机器人的答案与12个AAO-HNS指南 (30个问题) 进行了比较.
- 对准确性,过度结论性,补充数据和不完整性进行了定量分析.
- 使用Fisher的精确测试进行的统计分析发现了与指导标准的显著偏差.
主要成果:
- 坚持程度各不相同:拉玛2 (80%),巴德 (83.3%),聊天GPT-4.0 (80%),聊天GPT-3.5 (73.3%). 这就是为什么我们会这样做.
- 值得注意的是不完整的反应,范围从23.3% (Bard) 到40% (Llama 2).
- 所有聊天机器人在准确性,附加数据的包含和完整性方面都显示出统计学上显著的偏差 (p < 0.05).
结论:
- 目前的人工智能聊天机器人显示出潜力,但不符合成人鼻炎确定的临床指南的标准.
- 未来的人工智能开发必须优先考虑准确性,完整性和与基于证据的医学实践保持一致.
- 需要进行改进,以确保AI在临床信息传播中的可靠和安全使用.
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