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      The practical implementation of artificial intelligence technologies in medicine

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          Abstract

          The development of artificial intelligence (AI)-based technologies in medicine is advancing rapidly, but real-world clinical implementation has not yet become a reality. Here we review some of the key practical issues surrounding the implementation of AI into existing clinical workflows, including data sharing and privacy, transparency of algorithms, data standardization, and interoperability across multiple platforms, and concern for patient safety. We summarize the current regulatory environment in the United States and highlight comparisons with other regions in the world, notably Europe and China.

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          Author and article information

          Journal
          9502015
          8791
          Nat Med
          Nat. Med.
          Nature medicine
          1078-8956
          1546-170X
          13 January 2020
          07 January 2019
          January 2019
          01 February 2020
          : 25
          : 1
          : 30-36
          Affiliations
          [1 ]Department of Thoracic Surgery/Oncology, First Affiliated Hospital of Guangzhou Medical University, China State Key Laboratory and National Clinical Research Center for Respiratory Disease, Guangzhou, China.
          [2 ]Guangzhou Regenerative Medicine and Health Guangdong Laboratory, Guangzhou, China.
          [3 ]Shiley Eye Institute and Institute of Engineering in Medicine, University of California San Diego, La Jolla, CA, USA.
          [4 ]Department of Biomedical Informatics, University of California San Diego, La Jolla, CA, USA.
          [5 ]San Diego Veterans Affairs Health System, La Jolla, CA, USA.
          [6 ]Beijing Institute of Ophthalmology, Beijing Tongren Eye Center, Beijing Tongren Hospital, Capital Medical University, Beijing Ophthalmology and Visual Science Key Lab, Beijing, China.
          [7 ]Yidu Cloud Technology Inc., Beijing, China.
          [8 ]Department of Ophthalmology, Eye and ENT Hospital, Fudan University, Shanghai, China.
          [9 ]These authors contributed equally: Jianxing He, Sally L. Baxter.
          Author notes
          [* ] Correspondence should be addressed to J.H. or K.Z., hejx@ 123456vip.163.com ; kang.zhang@ 123456gmail.com
          Author information
          http://orcid.org/0000-0002-5271-7690
          Article
          PMC6995276 PMC6995276 6995276 nihpa1067765
          10.1038/s41591-018-0307-0
          6995276
          30617336
          ab630c30-51cd-4ab4-964a-786583dfd19f
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