人工智能在儿童牙科诊断和治疗决策中的准确性
Ghalia Y Bhadila1, Mody Alhomied2, Abeer Mahmoud2
1Assistant Professor, Pediatric Dentistry Department, Faculty of Dentistry, King Abdulaziz University, Jeddah, Saudi Arabia.
Pediatric dentistry
|April 29, 2025
概括
对于儿科牙科问题,ChatGPT表现出强大的诊断准确性,但在治疗决策方面存在困难. 虽然它作为诊断辅助有用,但它不是在儿科牙科治疗建议的可靠工具.
科学领域:
- 牙科 牙科是指牙科的专业.
- 医疗保健中的人工智能
- 儿科医学 儿科医学
背景情况:
- 像ChatGPT这样的人工智能 (AI) 工具越来越多地被用于医疗应用.
- 在儿童牙科等专业领域评估AI的准确性对于了解其潜力和局限性至关重要.
研究的目的:
- 将ChatGPT (GPT-4) 的诊断和治疗决策准确度与专门的儿科牙医进行比较.
- 评估ChatGPT在一系列儿科牙科病例中的表现.
主要方法:
- 12例儿童牙科病例平均每例3个问题 (总共36个问题) 提交给ChatGPT (GPT-4).
- 输入包括全面的病例介绍,临床和放射性描述以及图像.
- 通过将ChatGPT的输出与儿科牙科委员会做出的决定进行比较来得分.
主要成果:
- 聊天GPT实现了72.2%的诊断准确度 (kappa=0.69),具有高灵敏度 (92.3%) 和特异性 (100%) 检测牙损伤.
- 治疗决策准确度明显较低,为47.2% (kappa=0.43).
- 诊断和治疗决策之间的准确性差异在统计学上是显著的 (P=0.01).
结论:
- 在诊断儿科牙问题时,ChatGPT表现出很高的准确性.
- 它对这些病例做出治疗决策的能力有限.
- 聊天GPT可以作为一个补充诊断工具,但不是治疗规划中的专家临床判断的替代品.
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