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Improving Emergency Department Efficiency With Large Language Model-Guided Orthopaedic Triage for Proximal Humerus Fractures.

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Title: Improving Emergency Department Efficiency With Large Language Model-Guided Orthopaedic Triage for Proximal Humerus Fractures.
Authors: Zhao L; Harvard Medical School, Boston, MA.; Medically Engineered Solutions in Healthcare Incubator, Innovation in Operations Research Center (MESH IO), Mass General Brigham, Boston, MA; and.; Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA., Bott E; Harvard Medical School, Boston, MA.; Medically Engineered Solutions in Healthcare Incubator, Innovation in Operations Research Center (MESH IO), Mass General Brigham, Boston, MA; and., Rao AS; Harvard Medical School, Boston, MA.; Medically Engineered Solutions in Healthcare Incubator, Innovation in Operations Research Center (MESH IO), Mass General Brigham, Boston, MA; and., Borgida JS; Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA., Brown S; Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA., Wagner RK; Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA., Harris MB; Harvard Medical School, Boston, MA.; Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA., Ly TV; Harvard Medical School, Boston, MA.; Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA., Succi MD; Harvard Medical School, Boston, MA.; Medically Engineered Solutions in Healthcare Incubator, Innovation in Operations Research Center (MESH IO), Mass General Brigham, Boston, MA; and.
Source: Journal of orthopaedic trauma [J Orthop Trauma] 2026 Aug 01; Vol. 40 (8), pp. e174-e180.
Publication Type: Journal Article
Journal Info: Publisher: Lippincott Williams & Wilkins Country of Publication: United States NLM ID: 8807705 Publication Model: Print Cited Medium: Internet ISSN: 1531-2291 (Electronic) Linking ISSN: 08905339 NLM ISO Abbreviation: J Orthop Trauma Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Zhao+L%22">Zhao L</searchLink>; Harvard Medical School, Boston, MA.; Medically Engineered Solutions in Healthcare Incubator, Innovation in Operations Research Center (MESH IO), Mass General Brigham, Boston, MA; and.; Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA.<br /><searchLink fieldCode="AU" term="%22Bott+E%22">Bott E</searchLink>; Harvard Medical School, Boston, MA.; Medically Engineered Solutions in Healthcare Incubator, Innovation in Operations Research Center (MESH IO), Mass General Brigham, Boston, MA; and.<br /><searchLink fieldCode="AU" term="%22Rao+AS%22">Rao AS</searchLink>; Harvard Medical School, Boston, MA.; Medically Engineered Solutions in Healthcare Incubator, Innovation in Operations Research Center (MESH IO), Mass General Brigham, Boston, MA; and.<br /><searchLink fieldCode="AU" term="%22Borgida+JS%22">Borgida JS</searchLink>; Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA.<br /><searchLink fieldCode="AU" term="%22Brown+S%22">Brown S</searchLink>; Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA.<br /><searchLink fieldCode="AU" term="%22Wagner+RK%22">Wagner RK</searchLink>; Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA.<br /><searchLink fieldCode="AU" term="%22Harris+MB%22">Harris MB</searchLink>; Harvard Medical School, Boston, MA.; Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA.<br /><searchLink fieldCode="AU" term="%22Ly+TV%22">Ly TV</searchLink>; Harvard Medical School, Boston, MA.; Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA.<br /><searchLink fieldCode="AU" term="%22Succi+MD%22">Succi MD</searchLink>; Harvard Medical School, Boston, MA.; Medically Engineered Solutions in Healthcare Incubator, Innovation in Operations Research Center (MESH IO), Mass General Brigham, Boston, MA; and.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Lippincott+Williams+%26+Wilkins%22">Lippincott Williams & Wilkins </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>8807705 <i>Publication Model: </i>Print <i>Cited Medium: </i>Internet <i>ISSN: </i>1531-2291 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2208905339%22">08905339 </searchLink><i>NLM ISO Abbreviation: </i>J Orthop Trauma <i>Subsets: </i>MEDLINE
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        Value: 10.1097/BOT.0000000000003175
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        Text: English
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        StartPage: e174
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      – TitleFull: Improving Emergency Department Efficiency With Large Language Model-Guided Orthopaedic Triage for Proximal Humerus Fractures.
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              M: 08
              Text: 2026 Aug 01
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              Y: 2026
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