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Application of Artificial Intelligence in the Detection and Differentiation of Colon Polyps: A Technical Review for Physicians

机译:人工智能在结肠息肉的检测和鉴别中的应用:医师技术评论

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摘要

Research in computer-aided diagnosis (CAD) and the application of artificial intelligence (AI) in the endoscopic evaluation of the gastrointestinal tract is novel. Since colonoscopy and detection of polyps can decrease the risk of colon cancer, it is recommended by multiple national and international societies. However, the procedure of colonoscopy is performed by humans where there are significant interoperator and interpatient variations, and hence, the risk of missing detection of adenomatous polyps. Early studies involving CAD and AI for the detection and differentiation of polyps show great promise. In this appraisal, we review existing scientific aspects of AI in CAD of colon polyps and discuss the pitfalls and future directions for advancing the science. This review addresses the technical intricacies in a manner that physicians can comprehend to promote a better understanding of this novel application.
机译:在计算机辅助诊断(CAD)和人工智能(AI)在胃肠道内窥镜评估中的应用研究是新颖的。由于结肠镜检查和息肉检测可以降低​​结肠癌的风险,因此,许多国家和国际社会都建议这样做。但是,结肠镜检查的程序是由操作者和患者之间存在明显差异的人执行的,因此,存在漏检腺瘤性息肉的风险。涉及CAD和AI的早期研究用于息肉的检测和鉴别显示出巨大的希望。在此评估中,我们回顾了结肠息肉CAD中AI的现有科学方面,并讨论了推进科学的陷阱和未来方向。这篇综述以医师可以理解的方式解决了技术上的复杂性,以促进对这种新颖应用的更好的理解。

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