结直肠多的计算机辅助诊断:辅助还是自主?
Yuichi Mori1,2,3, Cesare Hassan4,5
1Clinical Effectiveness Research Group, Faculty of Medicine, University of Oslo, Oslo, Norway.
Clinical endoscopy
|May 22, 2025
概括
结肠镜中的计算机辅助诊断 (CADx) 是有前途的,但人类与人工智能的合作取得了有限的成功. 自主CADx可能有好处,但也引发了伦理方面的担忧,需要仔细整合和监管.
科学领域:
- 医疗成像医学成像
- 人工智能在医学中的应用
- 胃肠病学 胃肠病学
背景情况:
- 计算机辅助诊断 (CADx) 旨在增强在结肠镜检查中的多体检测.
- 临床整合CADx面临挑战,人类-人工智能合作取得的成功有限.
- 自主CADx系统显示出提高准确性和标准化的潜力.
研究的目的:
- 评估不同CADx整合模型在结肠镜中的有效性和影响.
- 探索自主人工智能和人类-人工智能协作方法之间的平衡.
- 确定CADx技术安全有效实施的关键考虑因素.
主要方法:
- 对临床试验和关于人类-人工智能在结肠镜中的协作研究的审查.
- 分析自主CADx系统的性能数据.
- 检查与自主AI相关的伦理,法律和实际问题.
主要成果:
- 在目前的试验中,人类-人工智能协作CADx并没有显著改善仅人类的性能.
- 在一些研究中,自主CADx系统显示出更高的诊断准确性.
- 自主人工智能采用带来了伦理挑战,包括问责制和信任.
结论:
- 辅助和自主CADx之间的选择取决于临床情景.
- 自主系统可以标准化常规查,而辅助系统可以帮助复杂的情况.
- 强有力的监管,临床医师培训以及将人工智能与人类判断相平衡,对于成功的CADx集成至关重要.
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