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Statistical methods to harmonize electronic health record data across healthcare systems: case study and lessons learned.

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Title: Statistical methods to harmonize electronic health record data across healthcare systems: case study and lessons learned.
Authors: Shi X; Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI 48109, United States., Zhai Y; Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI 48109, United States., Yu X; Department of Computer Sciences, University of Wisconsin, Madison 53706, United States., Li X; School of Statistics, University of Minnesota, Minneapolis, MN 55455, United States., Hazlehurst BL; Kaiser Permanente Northwest, Center for Health Research, Portland, OR 97227, United States., Nyongesa DB; Kaiser Permanente Northwest, Center for Health Research, Portland, OR 97227, United States., Sapp DS; Kaiser Permanente Northwest, Center for Health Research, Portland, OR 97227, United States., Williamson BD; Kaiser Permanente Washington Health Research Institute, Seattle, WA 98101, United States., Carrell DS; Kaiser Permanente Washington Health Research Institute, Seattle, WA 98101, United States.; Division of Biomedical Health Informatics, Department of Biomedical Informatics and Medical Education, University of Washington School of Medicine, Seattle, WA 98195, United States., Healy L; Kaiser Permanente Washington Health Research Institute, Seattle, WA 98101, United States., Cushing-Haugen KL; Kaiser Permanente Washington Health Research Institute, Seattle, WA 98101, United States., Wong J; Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA 02215, United States., Wang SV; Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Boston, MA 02115, United States., Floyd JS; Department of Medicine, School of Medicine, University of Washington, Seattle, WA 98195, United States.; Department of Epidemiology, School of Public Health, University of Washington, Seattle, WA 98195, United States.; Cardiovascular Health Research Unit, University of Washington, Seattle, WA 98195, United States., Shattuck K; Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA 02215, United States., McGown S; Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA 02215, United States., Alam S; Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA 02215, United States., Hernández-Muñoz JJ; Office of Surveillance and Epidemiology, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, MD 20993, United States., Li J; Office of Surveillance and Epidemiology, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, MD 20993, United States., Ma Y; Office of Biostatistics, Office of Translational Sciences, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, MD 20993, United States., Stojanovic D; Office of Surveillance and Epidemiology, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, MD 20993, United States., Raman SR; Department of Population Health Sciences, Duke University School of Medicine, Durham, NC 27710, United States., Davis SE; Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN 37232, United States., Cai T; Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA 02115, United States., Nelson JC; Kaiser Permanente Washington Health Research Institute, Seattle, WA 98101, United States., Heagerty PJ; Department of Biostatistics, University of Washington, Seattle, WA 1415 Washington Heights, Ann Arbor, MI 48109, United States.
Source: Bioinformatics (Oxford, England) [Bioinformatics] 2026 Feb 28; Vol. 42 (3).
Publication Type: Journal Article
Journal Info: Publisher: Oxford University Press Country of Publication: England NLM ID: 9808944 Publication Model: Print Cited Medium: Internet ISSN: 1367-4811 (Electronic) Linking ISSN: 13674803 NLM ISO Abbreviation: Bioinformatics Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Statistical methods to harmonize electronic health record data across healthcare systems: case study and lessons learned.
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  Data: <searchLink fieldCode="AU" term="%22Shi+X%22">Shi X</searchLink>; Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI 48109, United States.<br /><searchLink fieldCode="AU" term="%22Zhai+Y%22">Zhai Y</searchLink>; Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI 48109, United States.<br /><searchLink fieldCode="AU" term="%22Yu+X%22">Yu X</searchLink>; Department of Computer Sciences, University of Wisconsin, Madison 53706, United States.<br /><searchLink fieldCode="AU" term="%22Li+X%22">Li X</searchLink>; School of Statistics, University of Minnesota, Minneapolis, MN 55455, United States.<br /><searchLink fieldCode="AU" term="%22Hazlehurst+BL%22">Hazlehurst BL</searchLink>; Kaiser Permanente Northwest, Center for Health Research, Portland, OR 97227, United States.<br /><searchLink fieldCode="AU" term="%22Nyongesa+DB%22">Nyongesa DB</searchLink>; Kaiser Permanente Northwest, Center for Health Research, Portland, OR 97227, United States.<br /><searchLink fieldCode="AU" term="%22Sapp+DS%22">Sapp DS</searchLink>; Kaiser Permanente Northwest, Center for Health Research, Portland, OR 97227, United States.<br /><searchLink fieldCode="AU" term="%22Williamson+BD%22">Williamson BD</searchLink>; Kaiser Permanente Washington Health Research Institute, Seattle, WA 98101, United States.<br /><searchLink fieldCode="AU" term="%22Carrell+DS%22">Carrell DS</searchLink>; Kaiser Permanente Washington Health Research Institute, Seattle, WA 98101, United States.; Division of Biomedical Health Informatics, Department of Biomedical Informatics and Medical Education, University of Washington School of Medicine, Seattle, WA 98195, United States.<br /><searchLink fieldCode="AU" term="%22Healy+L%22">Healy L</searchLink>; Kaiser Permanente Washington Health Research Institute, Seattle, WA 98101, United States.<br /><searchLink fieldCode="AU" term="%22Cushing-Haugen+KL%22">Cushing-Haugen KL</searchLink>; Kaiser Permanente Washington Health Research Institute, Seattle, WA 98101, United States.<br /><searchLink fieldCode="AU" term="%22Wong+J%22">Wong J</searchLink>; Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA 02215, United States.<br /><searchLink fieldCode="AU" term="%22Wang+SV%22">Wang SV</searchLink>; Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Boston, MA 02115, United States.<br /><searchLink fieldCode="AU" term="%22Floyd+JS%22">Floyd JS</searchLink>; Department of Medicine, School of Medicine, University of Washington, Seattle, WA 98195, United States.; Department of Epidemiology, School of Public Health, University of Washington, Seattle, WA 98195, United States.; Cardiovascular Health Research Unit, University of Washington, Seattle, WA 98195, United States.<br /><searchLink fieldCode="AU" term="%22Shattuck+K%22">Shattuck K</searchLink>; Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA 02215, United States.<br /><searchLink fieldCode="AU" term="%22McGown+S%22">McGown S</searchLink>; Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA 02215, United States.<br /><searchLink fieldCode="AU" term="%22Alam+S%22">Alam S</searchLink>; Department of Population Medicine, Harvard Pilgrim Health Care Institute, Boston, MA 02215, United States.<br /><searchLink fieldCode="AU" term="%22Hernández-Muñoz+JJ%22">Hernández-Muñoz JJ</searchLink>; Office of Surveillance and Epidemiology, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, MD 20993, United States.<br /><searchLink fieldCode="AU" term="%22Li+J%22">Li J</searchLink>; Office of Surveillance and Epidemiology, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, MD 20993, United States.<br /><searchLink fieldCode="AU" term="%22Ma+Y%22">Ma Y</searchLink>; Office of Biostatistics, Office of Translational Sciences, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, MD 20993, United States.<br /><searchLink fieldCode="AU" term="%22Stojanovic+D%22">Stojanovic D</searchLink>; Office of Surveillance and Epidemiology, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, MD 20993, United States.<br /><searchLink fieldCode="AU" term="%22Raman+SR%22">Raman SR</searchLink>; Department of Population Health Sciences, Duke University School of Medicine, Durham, NC 27710, United States.<br /><searchLink fieldCode="AU" term="%22Davis+SE%22">Davis SE</searchLink>; Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN 37232, United States.<br /><searchLink fieldCode="AU" term="%22Cai+T%22">Cai T</searchLink>; Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA 02115, United States.<br /><searchLink fieldCode="AU" term="%22Nelson+JC%22">Nelson JC</searchLink>; Kaiser Permanente Washington Health Research Institute, Seattle, WA 98101, United States.<br /><searchLink fieldCode="AU" term="%22Heagerty+PJ%22">Heagerty PJ</searchLink>; Department of Biostatistics, University of Washington, Seattle, WA 1415 Washington Heights, Ann Arbor, MI 48109, United States.
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