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Natural Language Processing and Machine Learning Classification Model for Injury Mechanism in Trauma.

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Title: Natural Language Processing and Machine Learning Classification Model for Injury Mechanism in Trauma.
Authors: Chan WP; Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts; Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts., Smith SM; Department of Surgery, Boston Medical Center, Boston, Massachusetts., Scantling DR; Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts; Department of Surgery, Boston Medical Center, Boston, Massachusetts., Torres CM; Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts; Department of Surgery, Boston Medical Center, Boston, Massachusetts., Janeway MG; Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts; Department of Surgery, Boston Medical Center, Boston, Massachusetts., Tripodis Y; Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts., Nudel JE; Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts; Department of Surgery, Boston Medical Center, Boston, Massachusetts., Sanchez SE; Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts; Department of Surgery, Boston Medical Center, Boston, Massachusetts. Electronic address: sabrina.sanchez@bmc.org.
Source: The Journal of surgical research [J Surg Res] 2026 Apr; Vol. 320, pp. 70-76. Date of Electronic Publication: 2026 Mar 04.
Publication Type: Journal Article
Journal Info: Publisher: Academic Press Country of Publication: United States NLM ID: 0376340 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1095-8673 (Electronic) Linking ISSN: 00224804 NLM ISO Abbreviation: J Surg Res Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Chan+WP%22">Chan WP</searchLink>; Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts; Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts.<br /><searchLink fieldCode="AU" term="%22Smith+SM%22">Smith SM</searchLink>; Department of Surgery, Boston Medical Center, Boston, Massachusetts.<br /><searchLink fieldCode="AU" term="%22Scantling+DR%22">Scantling DR</searchLink>; Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts; Department of Surgery, Boston Medical Center, Boston, Massachusetts.<br /><searchLink fieldCode="AU" term="%22Torres+CM%22">Torres CM</searchLink>; Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts; Department of Surgery, Boston Medical Center, Boston, Massachusetts.<br /><searchLink fieldCode="AU" term="%22Janeway+MG%22">Janeway MG</searchLink>; Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts; Department of Surgery, Boston Medical Center, Boston, Massachusetts.<br /><searchLink fieldCode="AU" term="%22Tripodis+Y%22">Tripodis Y</searchLink>; Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts.<br /><searchLink fieldCode="AU" term="%22Nudel+JE%22">Nudel JE</searchLink>; Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts; Department of Surgery, Boston Medical Center, Boston, Massachusetts.<br /><searchLink fieldCode="AU" term="%22Sanchez+SE%22">Sanchez SE</searchLink>; Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts; Department of Surgery, Boston Medical Center, Boston, Massachusetts. Electronic address: sabrina.sanchez@bmc.org.
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      – Type: doi
        Value: 10.1016/j.jss.2026.01.032
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      – Code: eng
        Text: English
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              Text: 2026 Apr
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              Y: 2026
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