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机器学习在电子病历中应用的可视化分析
引用本文:韦彩萍,李翔,翁梦晴,吴旭生,胡庆元,刘建炜,胡德华.机器学习在电子病历中应用的可视化分析[J].中国医学物理学杂志,2023,0(4):521-528.
作者姓名:韦彩萍  李翔  翁梦晴  吴旭生  胡庆元  刘建炜  胡德华
作者单位:1.中南大学生命科学学院, 湖南 长沙 410013; 2.广西医科大学信息与管理学院, 广西 南宁 530021; 3.深圳市卫生健康发展研究和数据管理中心, 广东 深圳 518028; 4.中南大学湘雅三医院, 湖南 长沙410013
摘    要:为探讨机器学习方法在电子病历领域应用的研究现状、研究热点与前沿,以2000~2022年中国知网数据库和Web of Science核心合集数据库中关于机器学习在电子病历中应用的相关文献为数据来源,运用CiteSpace软件绘制国家/地区、作者、机构、关键词共现以及关键词突现5个方面科学知识图谱进行可视化对比分析,以便了解国内外研究的差异,为该领域的研究和发展提供参考。

关 键 词:电子病历  知识图谱  机器学习  深度学习  可视化分析

Visualization analysis on machine learning application in electronic medical record
WEI Caiping,LI Xiang,WENG Mengqing,WU Xusheng,HU Qingyuan,LIU Jianwei,HU Dehua.Visualization analysis on machine learning application in electronic medical record[J].Chinese Journal of Medical Physics,2023,0(4):521-528.
Authors:WEI Caiping  LI Xiang  WENG Mengqing  WU Xusheng  HU Qingyuan  LIU Jianwei  HU Dehua
Institution:1. School of Life Sciences, Central South University, Changsha 410013, China 2. School of Information and Management, Guangxi Medical University, Nanning 530021, China 3. Shenzhen Health Development Research and Data Management Center, Shenzhen 518028, China 4. The Third Xiangya Hospital of Central South University, Changsha 410013, China
Abstract:The research status, hotspots and frontiers of machine learning application in electronic medical record are explored in the study. The research papers related to the application of machine learning in electronic medical record published from 2000 to 2022 in CNKI and Web of Science core collection are taken as data source. CiteSpace was used to draw the knowledge maps of countries/regions, authors, institutions, keywords co-occurrence and burst keywords for visualization analysis, so as to understand the research differences at home and abroad and provide reference for the related researches.
Keywords:Keywords: electronic medical record knowledge map machine learning deep learning visualization analysis
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