Multiview Incomplete Knowledge Graph Integration with application to cross-institutional EHR data harmonization.

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第一作者： Doudou,Zhou

第一单位： University of California, Davis, CA, USA.

作者： Doudou,Zhou ^[1] ; Ziming,Gan ^[2] ; Xu,Shi ^[3] ; Alina,Patwari ^[4] ; Everett,Rush ^[5] ; Clara-Lea,Bonzel ^[6] ; Vidul A,Panickan ^[6] ; Chuan,Hong ^[7] ; Yuk-Lam,Ho ^[8] ; Tianrun,Cai ^[9] ; Lauren,Costa ^[8] ; Xiaoou,Li ^[10] ; Victor M,Castro ^[11] ; Shawn N,Murphy ^[11] ; Gabriel,Brat ^[12] ; Griffin,Weber ^[13] ; Paul,Avillach ^[13] ; J Michael,Gaziano ^[14] ; Kelly,Cho ^[14] ; Katherine P,Liao ^[9] ; Junwei,Lu ^[15] ; Tianxi,Cai ^[16]

作者单位： University of California, Davis, CA, USA. ^[1] University of Chicago, Chicago, IL, USA. ^[2] University of Michigan, MI, USA. ^[3] Cambridge Rindge & Latin School, Cambridge, MA, USA. ^[4] Department of Energy, Oak Ridge National Lab, Oak Ridge, TN, USA. ^[5] Harvard Medical School, Boston, MA, USA; VA Boston Healthcare System, Boston, MA, USA. ^[6] VA Boston Healthcare System, Boston, MA, USA; Duke University, Durham, NC, USA. ^[7] VA Boston Healthcare System, Boston, MA, USA. ^[8] VA Boston Healthcare System, Boston, MA, USA; Brigham and Women's Hospital, Boston, MA, USA. ^[9] University of Minnesota, MN, USA. ^[10] Mass General Brigham, Somerville, MA, USA. ^[11] Harvard Medical School, Boston, MA, USA; Beth Israel Deaconess Medical Center, Boston, MA, USA. ^[12] Harvard Medical School, Boston, MA, USA. ^[13] Harvard Medical School, Boston, MA, USA; VA Boston Healthcare System, Boston, MA, USA; Brigham and Women's Hospital, Boston, MA, USA. ^[14] VA Boston Healthcare System, Boston, MA, USA; Harvard T.H. Chan School of Public Health, Boston, MA, USA. ^[15] Harvard Medical School, Boston, MA, USA; VA Boston Healthcare System, Boston, MA, USA; Harvard T.H. Chan School of Public Health, Boston, MA, USA. Electronic address: tcai@hsph.harvard.edu. ^[16]

关键词 Code mapping Knowledge graph PMI matrix Transfer learning Word embedding

主题词算法(Algorithms);电子健康病历(Electronic Health Records);人类(Humans);逻辑观察标识符名称和代码(Logical Observation Identifiers Names and Codes);模式识别, 自动(Pattern Recognition, Automated)

DOI 10.1016/j.jbi.2022.104147

PMID 35872266

发布时间 2022-11-14

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准确一般字义偏差语意偏离译文作用小提交