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Sequential multi-site fine-tuning for incremental deployment of large language models for mobility functional status extraction.

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Title: Sequential multi-site fine-tuning for incremental deployment of large language models for mobility functional status extraction.
Authors: Liu X; Department of AI and Informatics, Mayo Clinic, Rochester, MN 55905, United States., Garg M; Department of AI and Informatics, Mayo Clinic, Rochester, MN 55905, United States., Jeon E; Department of AI and Informatics, Mayo Clinic, Rochester, MN 55905, United States., Jia H; Department of AI and Informatics, Mayo Clinic, Rochester, MN 55905, United States., Crowson CS; Division of Rheumatology, Mayo Clinic, Rochester, MN 55905, United States.; Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, United States., Sauver JS; Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, United States., Pagali SR; Department of Medicine, Mayo Clinic, Rochester, MN 55905, United States., Sohn S; Department of AI and Informatics, Mayo Clinic, Rochester, MN 55905, United States.
Source: JAMIA open [JAMIA Open] 2026 Jul 20; Vol. 9 (4), pp. ooag139. Date of Electronic Publication: 2026 Jul 20 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Oxford University Press on behalf of the American Medical Informatics Association Country of Publication: United States NLM ID: 101730643 Publication Model: eCollection Cited Medium: Internet ISSN: 2574-2531 (Electronic) Linking ISSN: 25742531 NLM ISO Abbreviation: JAMIA Open Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Sequential multi-site fine-tuning for incremental deployment of large language models for mobility functional status extraction.
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  Data: <searchLink fieldCode="AU" term="%22Liu+X%22">Liu X</searchLink>; Department of AI and Informatics, Mayo Clinic, Rochester, MN 55905, United States.<br /><searchLink fieldCode="AU" term="%22Garg+M%22">Garg M</searchLink>; Department of AI and Informatics, Mayo Clinic, Rochester, MN 55905, United States.<br /><searchLink fieldCode="AU" term="%22Jeon+E%22">Jeon E</searchLink>; Department of AI and Informatics, Mayo Clinic, Rochester, MN 55905, United States.<br /><searchLink fieldCode="AU" term="%22Jia+H%22">Jia H</searchLink>; Department of AI and Informatics, Mayo Clinic, Rochester, MN 55905, United States.<br /><searchLink fieldCode="AU" term="%22Crowson+CS%22">Crowson CS</searchLink>; Division of Rheumatology, Mayo Clinic, Rochester, MN 55905, United States.; Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, United States.<br /><searchLink fieldCode="AU" term="%22Sauver+JS%22">Sauver JS</searchLink>; Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, United States.<br /><searchLink fieldCode="AU" term="%22Pagali+SR%22">Pagali SR</searchLink>; Department of Medicine, Mayo Clinic, Rochester, MN 55905, United States.<br /><searchLink fieldCode="AU" term="%22Sohn+S%22">Sohn S</searchLink>; Department of AI and Informatics, Mayo Clinic, Rochester, MN 55905, United States.
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  Data: <searchLink fieldCode="JN" term="%22101730643%22">JAMIA open</searchLink> [JAMIA Open] 2026 Jul 20; Vol. 9 (4), pp. ooag139. <i>Date of Electronic Publication: </i>2026 Jul 20 (<i>Print Publication: </i>2026).
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        Value: 10.1093/jamiaopen/ooag139
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              Text: 2026 Jul 20
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              Y: 2026
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