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EchoLLM: extracting echocardiogram entities with light-weight, open-source large language models.

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Title: EchoLLM: extracting echocardiogram entities with light-weight, open-source large language models.
Authors: Chi J; Goergen Institute for Data Science and Artificial Intelligence, University of Rochester, Rochester, NY 14627, United States., Rouphail Y; Department of Medicine, Institute for Informatics, Data Science and Biostatistics, Washington University in St. Louis, St. Louis, MO 63110, United States., Hillis E; Department of Medicine, Institute for Informatics, Data Science and Biostatistics, Washington University in St. Louis, St. Louis, MO 63110, United States., Ma N; Division of Hospital Medicine, Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, United States., Nguyen A; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, United States., Wang J; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, United States., Hofford M; Department of Medicine, Institute for Informatics, Data Science and Biostatistics, Washington University in St. Louis, St. Louis, MO 63110, United States., Gupta A; Department of Medicine, Institute for Informatics, Data Science and Biostatistics, Washington University in St. Louis, St. Louis, MO 63110, United States., Lyons PG; Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, Oregon Health & Science University, Portland, OR 97239, United States., Wilcox A; Department of Medicine, Institute for Informatics, Data Science and Biostatistics, Washington University in St. Louis, St. Louis, MO 63110, United States., Lai AM; Department of Medicine, Institute for Informatics, Data Science and Biostatistics, Washington University in St. Louis, St. Louis, MO 63110, United States., Payne PRO; Department of Medicine, Institute for Informatics, Data Science and Biostatistics, Washington University in St. Louis, St. Louis, MO 63110, United States., Kollef MH; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, United States., Dreisbach C; Goergen Institute for Data Science and Artificial Intelligence, University of Rochester, Rochester, NY 14627, United States.; School of Nursing, University of Rochester, Rochester, NY 14627, United States., Michelson AP; Department of Medicine, Institute for Informatics, Data Science and Biostatistics, Washington University in St. Louis, St. Louis, MO 63110, United States.; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, United States.
Source: JAMIA open [JAMIA Open] 2025 Aug 13; Vol. 8 (4), pp. ooaf092. Date of Electronic Publication: 2025 Aug 13 (Print Publication: 2025).
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: <searchLink fieldCode="AU" term="%22Chi+J%22">Chi J</searchLink>; Goergen Institute for Data Science and Artificial Intelligence, University of Rochester, Rochester, NY 14627, United States.<br /><searchLink fieldCode="AU" term="%22Rouphail+Y%22">Rouphail Y</searchLink>; Department of Medicine, Institute for Informatics, Data Science and Biostatistics, Washington University in St. Louis, St. Louis, MO 63110, United States.<br /><searchLink fieldCode="AU" term="%22Hillis+E%22">Hillis E</searchLink>; Department of Medicine, Institute for Informatics, Data Science and Biostatistics, Washington University in St. Louis, St. Louis, MO 63110, United States.<br /><searchLink fieldCode="AU" term="%22Ma+N%22">Ma N</searchLink>; Division of Hospital Medicine, Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, United States.<br /><searchLink fieldCode="AU" term="%22Nguyen+A%22">Nguyen A</searchLink>; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, United States.<br /><searchLink fieldCode="AU" term="%22Wang+J%22">Wang J</searchLink>; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, United States.<br /><searchLink fieldCode="AU" term="%22Hofford+M%22">Hofford M</searchLink>; Department of Medicine, Institute for Informatics, Data Science and Biostatistics, Washington University in St. Louis, St. Louis, MO 63110, United States.<br /><searchLink fieldCode="AU" term="%22Gupta+A%22">Gupta A</searchLink>; Department of Medicine, Institute for Informatics, Data Science and Biostatistics, Washington University in St. Louis, St. Louis, MO 63110, United States.<br /><searchLink fieldCode="AU" term="%22Lyons+PG%22">Lyons PG</searchLink>; Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, Oregon Health & Science University, Portland, OR 97239, United States.<br /><searchLink fieldCode="AU" term="%22Wilcox+A%22">Wilcox A</searchLink>; Department of Medicine, Institute for Informatics, Data Science and Biostatistics, Washington University in St. Louis, St. Louis, MO 63110, United States.<br /><searchLink fieldCode="AU" term="%22Lai+AM%22">Lai AM</searchLink>; Department of Medicine, Institute for Informatics, Data Science and Biostatistics, Washington University in St. Louis, St. Louis, MO 63110, United States.<br /><searchLink fieldCode="AU" term="%22Payne+PRO%22">Payne PRO</searchLink>; Department of Medicine, Institute for Informatics, Data Science and Biostatistics, Washington University in St. Louis, St. Louis, MO 63110, United States.<br /><searchLink fieldCode="AU" term="%22Kollef+MH%22">Kollef MH</searchLink>; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, United States.<br /><searchLink fieldCode="AU" term="%22Dreisbach+C%22">Dreisbach C</searchLink>; Goergen Institute for Data Science and Artificial Intelligence, University of Rochester, Rochester, NY 14627, United States.; School of Nursing, University of Rochester, Rochester, NY 14627, United States.<br /><searchLink fieldCode="AU" term="%22Michelson+AP%22">Michelson AP</searchLink>; Department of Medicine, Institute for Informatics, Data Science and Biostatistics, Washington University in St. Louis, St. Louis, MO 63110, United States.; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Washington University in St. Louis, St. Louis, MO 63110, United States.
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