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人工智能在炎症性肠病疾病评估中的应用:它将如何改变我们的实践?

Artificial Intelligence for Disease Assessment in Inflammatory Bowel Disease: How Will it Change Our Practice?

机构信息

Division of Gastroenterology, Department of Internal Medicine, Michigan Medicine, Ann Arbor, Michigan; Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan.

Department of Gastroenterology and Hepatology, Tokyo Medical and Dental University, Tokyo, Japan.

出版信息

Gastroenterology. 2022 Apr;162(5):1493-1506. doi: 10.1053/j.gastro.2021.12.238. Epub 2022 Jan 4.

Abstract

Artificial intelligence (AI) has arrived and it will directly impact how we assess, monitor, and manage inflammatory bowel disease (IBD). Advances in the machine learning methodologies that power AI have produced astounding results for replicating expert judgment and predicting clinical outcomes, particularly in the analysis of imaging. This review will cover general concepts for AI in IBD, with descriptions of common machine learning methods, including decision trees and neural networks. Applications of AI in IBD will cover recent achievements in endoscopic image interpretation and scoring, new capabilities for cross-sectional image analysis, natural language processing for automated understanding of clinical text, and progress in AI-powered clinical decision support tools. In addition to detailing current evidence supporting the capabilities of AI for replicating expert clinical judgment, speculative commentary on how AI may advance concepts of disease activity assessment, care pathways, and pathophysiologic mechanisms of IBD will be addressed.

摘要

人工智能(AI)已经到来,它将直接影响我们对炎症性肠病(IBD)的评估、监测和管理方式。推动 AI 的机器学习方法的进步,在复制专家判断和预测临床结果方面取得了惊人的成果,特别是在影像学分析方面。这篇综述将涵盖 IBD 中的 AI 的一般概念,描述常见的机器学习方法,包括决策树和神经网络。AI 在 IBD 中的应用将涵盖内镜图像解释和评分的最新进展、横断面图像分析的新功能、用于自动理解临床文本的自然语言处理,以及 AI 驱动的临床决策支持工具的进展。除了详细介绍目前支持 AI 复制专家临床判断能力的证据外,还将对 AI 如何推进疾病活动评估、护理途径和 IBD 病理生理机制概念进行推测性评论。

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