人工智能辅助对内镜师表现的影响:使用视频模型检测食道表面状细胞癌的诊断性能比较
Naoki Aoyama1,2, Keiichiro Nakajo1,3, Maasa Sasabe1,4
1Department of Gastroenterology and Endoscopy National Cancer Center Hospital East Chiba Japan.
DEN open
|May 5, 2025
概括
人工智能 (AI) 显著改善了内镜师对食道表面状细胞癌 (ESCC) 的检测. 这种人工智能工具可以提高专家和非专家医生的诊断准确度和灵敏度.
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:
- 检测表面食道状细胞癌 (ESCC) 对于有效治疗至关重要.
- 窄带成像增强可视化,但其有效性取决于操作者.
- 人工智能 (AI) 对内镜师ESCC检测的影响需要进一步调查.
研究的目的:
- 开发和验证用于使用内镜视频分析检测ESCC的AI模型.
- 用人工智能协助评估内镜师在诊断性能方面的改进.
主要方法:
- 一个人工智能模型在ESCC的注释内镜视频上受过训练.
- 18名内镜医生 (8名专家,10名非专家) 评估了有或没有人工智能辅助的测试数据.
- 诊断性能指标 (灵敏度,特异性,准确性) 进行了比较.
主要成果:
- 人工智能模型实现了76.0%的灵敏度,79.4%的特异性和77.2%的准确性.
- 人工智能辅助显著提高了内镜的灵敏度 (57.4%至66.5%) 和精度 (68.6%至75.9%).
- 专家和非专家内镜师都在人工智能支持下显示出显著的诊断改善.
结论:
- 人工智能辅助的内镜视频分析提高了表面ESCC的检测.
- 人工智能工具可以提高诊断性能,无论内镜医生的经验水平如何.
- 人工智能有望提高ESCC的早期检测率.
相关概念视频
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