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A multi-site benchmarking framework for scalable extraction of geriatric care constructs from electronic health records.

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Title: A multi-site benchmarking framework for scalable extraction of geriatric care constructs from electronic health records.
Authors: Fu S; McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA.; Mayo Clinic, Rochester, MN, USA., Kwak MJ; McGovern Medical School, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA.; Memorial Hermann Health System, Houston, TX, USA., Ahn J; McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA., Lu Q; McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA., Yue Z; School of Public Health, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA., Wang N; McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA., Liu H; McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA., Giles G; McGovern Medical School, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA., Cumming A; McGovern Medical School, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA., Thomas KM; McGovern Medical School, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA., Sanghvi S; McGovern Medical School, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA.; Memorial Hermann Health System, Houston, TX, USA., Jun J; McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA., Huang M; McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA., Ruan X; McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA., Wen A; McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA., Wang L; McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA., Hommel E; University of Texas Medical Branch (UTMB), Galveston, TX, USA., Wang Y; University of Pittsburgh, Pittsburgh, PA, USA., Sun L; Lehigh University, Bethlehem, PA, USA., Xu H; Emory University, Atlanta, GAa, USA., Park CM; Beth Israel Deaconess Medical Center (BIDMC), Boston, MA, USA.; Hinda and Arthur Marcus Institute for Aging Research, Hebrew SeniorLife, and Harvard Medical School, Boston, MA, USA., St Sauver J; Mayo Clinic, Rochester, MN, USA., Wefel JS; The University of Texas MD Anderson Cancer Center, Houston, TX, USA., Rianon N; Kaiser Permanente, Bernard J Tyson School of Medicine, Pasadena, CA, USA., Kim DH; Beth Israel Deaconess Medical Center (BIDMC), Boston, MA, USA.; Hinda and Arthur Marcus Institute for Aging Research, Hebrew SeniorLife, and Harvard Medical School, Boston, MA, USA., Liu H; Dell Medical School, The University of Texas at Austin, Austin, TX, USA. hongfang.liu@austin.utexas.edu.
Source: Npj health systems [Npj Health Syst] 2026 Sep 16; Vol. 3 (1). Date of Electronic Publication: 2026 Sep 16.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group UK Country of Publication: England NLM ID: 9918956761506676 Publication Model: Electronic Cited Medium: Internet ISSN: 3005-1959 (Electronic) Linking ISSN: 30051959 NLM ISO Abbreviation: Npj Health Syst Subsets: PubMed not MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Fu+S%22">Fu S</searchLink>; McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA.; Mayo Clinic, Rochester, MN, USA.<br /><searchLink fieldCode="AU" term="%22Kwak+MJ%22">Kwak MJ</searchLink>; McGovern Medical School, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA.; Memorial Hermann Health System, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Ahn+J%22">Ahn J</searchLink>; McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Lu+Q%22">Lu Q</searchLink>; McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Yue+Z%22">Yue Z</searchLink>; School of Public Health, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Wang+N%22">Wang N</searchLink>; McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Liu+H%22">Liu H</searchLink>; McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Giles+G%22">Giles G</searchLink>; McGovern Medical School, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Cumming+A%22">Cumming A</searchLink>; McGovern Medical School, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Thomas+KM%22">Thomas KM</searchLink>; McGovern Medical School, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Sanghvi+S%22">Sanghvi S</searchLink>; 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McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Hommel+E%22">Hommel E</searchLink>; University of Texas Medical Branch (UTMB), Galveston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Wang+Y%22">Wang Y</searchLink>; University of Pittsburgh, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Sun+L%22">Sun L</searchLink>; Lehigh University, Bethlehem, PA, USA.<br /><searchLink fieldCode="AU" term="%22Xu+H%22">Xu H</searchLink>; Emory University, Atlanta, GAa, USA.<br /><searchLink fieldCode="AU" term="%22Park+CM%22">Park CM</searchLink>; Beth Israel Deaconess Medical Center (BIDMC), Boston, MA, USA.; Hinda and Arthur Marcus Institute for Aging Research, Hebrew SeniorLife, and Harvard Medical School, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22St+Sauver+J%22">St Sauver J</searchLink>; Mayo Clinic, Rochester, MN, USA.<br /><searchLink fieldCode="AU" term="%22Wefel+JS%22">Wefel JS</searchLink>; The University of Texas MD Anderson Cancer Center, Houston, TX, USA.<br /><searchLink fieldCode="AU" term="%22Rianon+N%22">Rianon N</searchLink>; Kaiser Permanente, Bernard J Tyson School of Medicine, Pasadena, CA, USA.<br /><searchLink fieldCode="AU" term="%22Kim+DH%22">Kim DH</searchLink>; Beth Israel Deaconess Medical Center (BIDMC), Boston, MA, USA.; Hinda and Arthur Marcus Institute for Aging Research, Hebrew SeniorLife, and Harvard Medical School, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Liu+H%22">Liu H</searchLink>; Dell Medical School, The University of Texas at Austin, Austin, TX, USA. hongfang.liu@austin.utexas.edu.
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