通过OpenAI的o1预览来推进牙科诊断:对ChatGPT在诊断挑战方面的表现进行后续评估
Journal of the American Dental Association (1939)
|July 9, 2025
概括
与以前的版本相比,新的AI模型o1-预览显示了在生成复杂患者病例的差异诊断和最终诊断方面的显著改进. 它的诊断能力表明,人工智能将在未来融入临床决策中.
科学领域:
- 人工智能在医学中的应用
- 临床决策支持系统 临床决策支持系统
- 在医疗保健中的自然语言处理.
背景情况:
- 目前正在研究OpenAI的o1-预览用于诊断复杂患者病例的潜力.
- 本研究将o1-preview的诊断功能与其前身ChatGPT-3.5和ChatGPT-4 (传统) 的诊断功能进行比较.
研究的目的:
- 评估o1-preview在复杂病例中产生可信差异诊断 (DD) 和最终诊断 (FD) 的能力.
- 在诊断环境中比较o1-preview与ChatGPT-3.5和ChatGPT-4 (传统) 的性能.
主要方法:
- 使用了两种方法:独立的DD生成和依赖文献检索的DD.
- 诊断方面的挑战来自医学文献.
- 统计分析包括2尾t试验和基平方试验,p<0.05被认为是显著的.
主要成果:
- 使用独立方法,o1-preview 实现了 94% 的可信DD和 80% 的正确FD,显著优于ChatGPT-3.5和ChatGPT-4 (传统).
- 当利用文献检索的DDs时,o1-预览显示了86%的诊断准确度,比前身的性能有所改善,尽管在统计学上并不显著.
- 该模型显示,与ChatGPT-3.5和ChatGPT-4 (传统) 相比,DD和FD生成显著改善 (P < .05).
结论:
- o1-预览显示了对复杂病例产生差异诊断的增强能力.
- 虽然该模型尚未达到熟练的诊断准确性,但其性能表明该模型将在临床诊断中发挥未来的作用.
- 这些发现表明,将o1-preview等先进AI模型集成到诊断工作流中是"什么时候"而不是"如果"的问题.
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