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人工智能在肺部医学中的应用:计算机视觉、预测模型和 COVID-19。

Artificial intelligence in pulmonary medicine: computer vision, predictive model and COVID-19.

机构信息

Division of Pulmonary and Critical Care Medicine, Virginia Commonwealth University, Richmond, VA, USA

nuBlu, Salt Lake City, UT, USA.

出版信息

Eur Respir Rev. 2020 Oct 1;29(157). doi: 10.1183/16000617.0181-2020. Print 2020 Sep 30.

Abstract

Artificial intelligence (AI) is transforming healthcare delivery. The digital revolution in medicine and healthcare information is prompting a staggering growth of data intertwined with elements from many digital sources such as genomics, medical imaging and electronic health records. Such massive growth has sparked the development of an increasing number of AI-based applications that can be deployed in clinical practice. Pulmonary specialists who are familiar with the principles of AI and its applications will be empowered and prepared to seize future practice and research opportunities. The goal of this review is to provide pulmonary specialists and other readers with information pertinent to the use of AI in pulmonary medicine. First, we describe the concept of AI and some of the requisites of machine learning and deep learning. Next, we review some of the literature relevant to the use of computer vision in medical imaging, predictive modelling with machine learning, and the use of AI for battling the novel severe acute respiratory syndrome-coronavirus-2 pandemic. We close our review with a discussion of limitations and challenges pertaining to the further incorporation of AI into clinical pulmonary practice.

摘要

人工智能(AI)正在改变医疗服务的提供方式。医学和医疗保健信息领域的数字革命正在促使数据呈指数级增长,这些数据与来自基因组学、医学成像和电子健康记录等多种数字源的元素交织在一起。这种巨大的增长引发了越来越多基于人工智能的应用程序的开发,这些应用程序可以在临床实践中部署。熟悉人工智能及其应用原理的肺病专家将有能力并准备好抓住未来的实践和研究机会。本综述的目的是为肺病专家和其他读者提供与人工智能在肺部医学中的应用相关的信息。首先,我们描述了人工智能的概念以及机器学习和深度学习的一些必要条件。接下来,我们回顾了一些与医学成像中的计算机视觉、机器学习的预测建模以及人工智能在抗击新型严重急性呼吸综合征-冠状病毒-2 大流行中的应用相关的文献。最后,我们讨论了将人工智能进一步纳入临床肺部实践所涉及的局限性和挑战。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e324/9488661/4f7ffe5e1b8d/ERR-0181-2020.01.jpg

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