人工智能辅助内镜和检查员信心:巴雷特食道的人工智能相互作用研究 (带视频)
David Roser1, Michael Meinikheim1, Anna Muzalyova1
1Department of Gastroenterology University Hospital Augsburg Augsburg Germany.
DEN open
|June 23, 2025
概括
人工智能 (AI) 提高了巴雷特食道诊断的信心和准确性,但过度依赖和厌恶等人类因素可能会阻碍其有效性. 有针对性的培训和改进的AI可解释性是成功临床整合的关键.
科学领域:
- 胃肠病学 胃肠病学
- 医疗成像医学成像
- 人工智能的人工智能
背景情况:
- 人工智能 (AI) 在内镜诊断方面表现有前途,但由于人类与AI的相互作用,在临床应用方面面临挑战.
- 了解内镜师的行为如何影响人工智能辅助诊断结果对于有效实施至关重要.
研究的目的:
- 调查检查员行为,信心水平和系统可用性对巴雷特食道人工智能辅助内镜诊断结果的影响.
- 确定影响人工智能工具在临床内镜实践中成功整合的因素.
主要方法:
- 一个多中心随机对照试验,涉及22名内镜医生,评估了96个巴雷特食道视频,有和没有人工智能辅助.
- 数据收集包括通过调查的诊断准确性,信任度,决策变化和系统可用性等级.
主要成果:
- 人工智能协助显著提高了检查员的信心和诊断准确性 (p < 0.001).
- 尽管人工智能有好处,但正确的人工智能指导在16%的病例中被忽视,9%的正确诊断被改变.
- 关键的影响因素包括过度依赖人工智能,对算法厌恶以及人工智能预测的不确定性. 可用性被评为良好的优秀.
结论:
- 检查员的行为在人工智能辅助内镜中至关重要,影响诊断结果.
- 为了最大限度地发挥人工智能的好处,诸如可解释的人工智能,改进的用户界面和有针对性的培训等策略至关重要.
- 解决人类因素可以提高诊断准确性和对临床AI应用的信心.
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