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内镜中的人工智能:概述,应用和未来的方向
Arif A Arif1, Shirley X Jiang1, Michael F Byrne2
1Department of Medicine, University of British Columbia, Vancouver, BC, Canada.
概括
医学中的人工智能 (AI) 正在改变胃肠道学内镜. 将人工智能工具分为计算机辅助检测 (CADe),诊断 (CADx) 和质量评估 (CADq) 的分类有助于系统评估和程序改进.
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) 正在迅速推进医疗应用,特别是在胃肠病学内镜中.
- 越来越多的人工智能研究需要结构化的分类来进行有效的评估.
研究的目的:
- 在胃肠病学内镜中组织和分类人工智能应用.
- 根据它们的功能系统地评估AI能力:计算机辅助检测 (CADe),诊断 (CADx) 和质量评估 (CADq).
主要方法:
- 人工智能内镜应用的分类为CADe,CADx和CADq.
- 审查现有研究,以评估每个AI类别的性能和潜力.
主要成果:
- 在检测食道,胃和结肠瘤,以及小肠出血和克罗恩病方面,CADe显示出前景.
- CADx应用程序使用光学活检进行瘤特征和炎症疾病分级.
- CADq应用程序的重点是提高程序质量和效率.
结论:
- 人工智能分为CADe,CADx和CADq的分类为了解当前能力提供了一个框架.
- 未来的内镜人工智能有望提供先进的治疗方法和综合多式联络系统.
- 人工智能准备在胃肠病学中彻底改变内镜手术和临床决策.
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