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Representation learning to advance multi-institutional studies with electronic health record data from US and France.

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Title: Representation learning to advance multi-institutional studies with electronic health record data from US and France.
Authors: Zhou D; Department of Statistics and Data Science, National University of Singapore, Singapore, Singapore.; Harvard T.H. Chan School of Public Health, Boston, MA, USA., Tong H; Department of Statistics, Columbia University, New York, NY, USA., Wang L; Harvard T.H. Chan School of Public Health, Boston, MA, USA., Liu S; Harvard Medical School, Boston, MA, USA., Xiong X; Harvard T.H. Chan School of Public Health, Boston, MA, USA., Gan Z; Department of Statistics, University of Chicago, Chicago, IL, USA., Romain G; INSERM, Bordeaux Population Health Research Center, University Bordeaux, Bordeaux, France.; Service d'Information Médicale, CHU de Bordeaux, Bordeaux, France., Hejblum BP; INSERM, Bordeaux Population Health Research Center, University Bordeaux, Bordeaux, France.; Inria SISTM Team, Talence, France., Liu YC; Duke University, Durham, NC, USA., Hong C; Duke University, Durham, NC, USA., Bonzel CL; Harvard T.H. Chan School of Public Health, Boston, MA, USA.; Harvard Medical School, Boston, MA, USA., Cai T; VA Boston Healthcare System, Boston, MA, USA.; Brigham and Women's Hospital, Boston, MA, USA., Pan K; Brown University, Providence, RI, USA., Ho YL; VA Boston Healthcare System, Boston, MA, USA., Costa L; VA Boston Healthcare System, Boston, MA, USA., A Panickan V; Harvard Medical School, Boston, MA, USA.; VA Boston Healthcare System, Boston, MA, USA., Gaziano JM; Harvard Medical School, Boston, MA, USA.; VA Boston Healthcare System, Boston, MA, USA.; Brigham and Women's Hospital, Boston, MA, USA., Mandl KD; Computational Health Informatics Program, Boston Children's Hospital, Boston, MA, USA., Jouhet V; INSERM, Bordeaux Population Health Research Center, University Bordeaux, Bordeaux, France.; Service d'Information Médicale, CHU de Bordeaux, Bordeaux, France., Thiebaut R; INSERM, Bordeaux Population Health Research Center, University Bordeaux, Bordeaux, France.; Service d'Information Médicale, CHU de Bordeaux, Bordeaux, France.; Inria SISTM Team, Talence, France., Xia Z; Department of Neurology, University of Pittsburgh, Pittsburgh, PA, USA., Cho K; Harvard Medical School, Boston, MA, USA.; VA Boston Healthcare System, Boston, MA, USA.; Brigham and Women's Hospital, Boston, MA, USA., Liao K; Harvard Medical School, Boston, MA, USA. kliao@bwh.harvard.edu.; VA Boston Healthcare System, Boston, MA, USA. kliao@bwh.harvard.edu.; Brigham and Women's Hospital, Boston, MA, USA. kliao@bwh.harvard.edu., Cai T; Harvard T.H. Chan School of Public Health, Boston, MA, USA. tcai@hsph.harvard.edu.; Harvard Medical School, Boston, MA, USA. tcai@hsph.harvard.edu.; VA Boston Healthcare System, Boston, MA, USA. tcai@hsph.harvard.edu.
Source: Nature communications [Nat Commun] 2026 Apr 03; Vol. 17 (1). Date of Electronic Publication: 2026 Apr 03.
Publication Type: Journal Article
Journal Info: Publisher: Nature Pub. Group Country of Publication: England NLM ID: 101528555 Publication Model: Electronic Cited Medium: Internet ISSN: 2041-1723 (Electronic) Linking ISSN: 20411723 NLM ISO Abbreviation: Nat Commun Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Representation learning to advance multi-institutional studies with electronic health record data from US and France.
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  Data: <searchLink fieldCode="AU" term="%22Zhou+D%22">Zhou D</searchLink>; Department of Statistics and Data Science, National University of Singapore, Singapore, Singapore.; Harvard T.H. Chan School of Public Health, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Tong+H%22">Tong H</searchLink>; Department of Statistics, Columbia University, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Wang+L%22">Wang L</searchLink>; Harvard T.H. Chan School of Public Health, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Liu+S%22">Liu S</searchLink>; Harvard Medical School, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Xiong+X%22">Xiong X</searchLink>; Harvard T.H. Chan School of Public Health, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Gan+Z%22">Gan Z</searchLink>; Department of Statistics, University of Chicago, Chicago, IL, USA.<br /><searchLink fieldCode="AU" term="%22Romain+G%22">Romain G</searchLink>; INSERM, Bordeaux Population Health Research Center, University Bordeaux, Bordeaux, France.; Service d'Information Médicale, CHU de Bordeaux, Bordeaux, France.<br /><searchLink fieldCode="AU" term="%22Hejblum+BP%22">Hejblum BP</searchLink>; INSERM, Bordeaux Population Health Research Center, University Bordeaux, Bordeaux, France.; Inria SISTM Team, Talence, France.<br /><searchLink fieldCode="AU" term="%22Liu+YC%22">Liu YC</searchLink>; Duke University, Durham, NC, USA.<br /><searchLink fieldCode="AU" term="%22Hong+C%22">Hong C</searchLink>; Duke University, Durham, NC, USA.<br /><searchLink fieldCode="AU" term="%22Bonzel+CL%22">Bonzel CL</searchLink>; Harvard T.H. Chan School of Public Health, Boston, MA, USA.; Harvard Medical School, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Cai+T%22">Cai T</searchLink>; VA Boston Healthcare System, Boston, MA, USA.; Brigham and Women's Hospital, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Pan+K%22">Pan K</searchLink>; Brown University, Providence, RI, USA.<br /><searchLink fieldCode="AU" term="%22Ho+YL%22">Ho YL</searchLink>; VA Boston Healthcare System, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Costa+L%22">Costa L</searchLink>; VA Boston Healthcare System, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22A+Panickan+V%22">A Panickan V</searchLink>; Harvard Medical School, Boston, MA, USA.; VA Boston Healthcare System, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Gaziano+JM%22">Gaziano JM</searchLink>; Harvard Medical School, Boston, MA, USA.; VA Boston Healthcare System, Boston, MA, USA.; Brigham and Women's Hospital, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Mandl+KD%22">Mandl KD</searchLink>; Computational Health Informatics Program, Boston Children's Hospital, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Jouhet+V%22">Jouhet V</searchLink>; INSERM, Bordeaux Population Health Research Center, University Bordeaux, Bordeaux, France.; Service d'Information Médicale, CHU de Bordeaux, Bordeaux, France.<br /><searchLink fieldCode="AU" term="%22Thiebaut+R%22">Thiebaut R</searchLink>; INSERM, Bordeaux Population Health Research Center, University Bordeaux, Bordeaux, France.; Service d'Information Médicale, CHU de Bordeaux, Bordeaux, France.; Inria SISTM Team, Talence, France.<br /><searchLink fieldCode="AU" term="%22Xia+Z%22">Xia Z</searchLink>; Department of Neurology, University of Pittsburgh, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Cho+K%22">Cho K</searchLink>; Harvard Medical School, Boston, MA, USA.; VA Boston Healthcare System, Boston, MA, USA.; Brigham and Women's Hospital, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Liao+K%22">Liao K</searchLink>; Harvard Medical School, Boston, MA, USA. kliao@bwh.harvard.edu.; VA Boston Healthcare System, Boston, MA, USA. kliao@bwh.harvard.edu.; Brigham and Women's Hospital, Boston, MA, USA. kliao@bwh.harvard.edu.<br /><searchLink fieldCode="AU" term="%22Cai+T%22">Cai T</searchLink>; Harvard T.H. Chan School of Public Health, Boston, MA, USA. tcai@hsph.harvard.edu.; Harvard Medical School, Boston, MA, USA. tcai@hsph.harvard.edu.; VA Boston Healthcare System, Boston, MA, USA. tcai@hsph.harvard.edu.
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