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Establishment and evaluation of a multicenter collaborative prediction model construction framework supporting model generalization and continuous improvement: A pilot study.

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第一作者： Yu,Tian

第一单位： Engineering Research Center of EMR and Intelligent Expert System, Ministry of Education, College of Biomedical Engineering and Instrument Science, Zhejiang University, No. 38 Zheda Road, Hangzhou 310027, Zhejiang Province, China.

作者： Yu,Tian ^[1] ; Weiguo,Chen ^[1] ; Tianshu,Zhou ^[1] ; Jun,Li ^[2] ; Kefeng,Ding ^[2] ; Jingsong,Li ^[3]

作者单位： Engineering Research Center of EMR and Intelligent Expert System, Ministry of Education, College of Biomedical Engineering and Instrument Science, Zhejiang University, No. 38 Zheda Road, Hangzhou 310027, Zhejiang Province, China. ^[1] Department of Surgical Oncology, Second Affiliated Hospital, Zhejiang University School of Medicine, No. 88 Jiefang Road, Hangzhou 31009, Zhejiang Province, China. ^[2] Engineering Research Center of EMR and Intelligent Expert System, Ministry of Education, College of Biomedical Engineering and Instrument Science, Zhejiang University, No. 38 Zheda Road, Hangzhou 310027, Zhejiang Province, China; Research Center for Healthcare Data Science, Zhejiang Lab, Hangzhou, China. Electronic address: ljs@zju.edu.cn. ^[3]

关键词 Model generalization Multicenter collaborative research Prognosis prediction Transfer learning

医学主题词算法(Algorithms);电子健康病历(Electronic Health Records);人类(Humans);试点项目(Pilot Projects);预后(Prognosis);ROC曲线(ROC Curve)

DOI 10.1016/j.ijmedinf.2020.104173

PMID 32531725

发布时间 2020-12-21

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