在计算机辅助检测系统中评估虚假阳性检测,用于结肠镜检查
Taishi Okumura1, Kenichiro Imai1, Masashi Misawa2
1Division of Endoscopy, Shizuoka Cancer Center, Shizuoka, Japan.
一个更新的计算机辅助检测 (CADe) 系统显著减少了结肠镜检查期间的假阳性. 这种CADe技术的改进有助于内镜医生通过减少不必要的警报而不会影响多体检测率.
科学领域:
- 胃肠病学 胃肠病学
- 医疗成像医学成像
- 人工智能在医学中的应用
背景情况:
- 计算机辅助检测 (CADe) 系统提高了在结肠镜检查期间的多重体识别.
- 假阳性 (FP) 激活仍然是一个重大挑战,增加了内镜师的工作量.
研究的目的:
- 评估更新的CADe系统对FP的发病率和原因的影响.
- 为了比较FP率和相关的过度时间 (ET) 在CADe系统增强之前和之后.
主要方法:
- 结肠镜视频的分析 (更新前后的CADe系统).
- 1:1倾向得分匹配用于比较.
- 每次结肠镜检查的FP发生率和ET的量化.
主要成果:
- 更新的CADe系统显示,平均FP (4.2 vs 18.1) 和中位数ET (0s vs 16s) 显著减少.
- 粘膜标签,泡和折叠是导致FP减少的关键因素.
- 没有观察到真正阳性率或腺瘤检测率的显著下降.
结论:
- 更新的CADe系统有效地减少了结肠镜检查期间的FP.
- 这一进步减轻了内镜师的负担,而不会影响多体检测的有效性.
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