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Predicting Unplanned Intubations in Rib Fracture Patients: An Interpretable Machine Learning Approach.

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Title: Predicting Unplanned Intubations in Rib Fracture Patients: An Interpretable Machine Learning Approach.
Authors: Harry SC; University of South Florida Morsani College of Medicine, Tampa, FL, USA., Kendall MA; Department of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL, USA., Grimsley EA; Department of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL, USA., Wolansky RL; Department of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL, USA., Torikashvili JV; University of South Florida Morsani College of Medicine, Tampa, FL, USA., Boughanem D; University of South Florida Morsani College of Medicine, Tampa, FL, USA., Liang Y; University of South Florida Morsani College of Medicine, Tampa, FL, USA., Parikh R; Department of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL, USA., Sujka J; Department of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL, USA., Kuo PC; Department of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL, USA.; Bay Pines Veterans Affairs Health Care System, Bay Pines, FL, USA., Zander T; Department of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL, USA.
Source: The American surgeon [Am Surg] 2026 Jan; Vol. 92 (1), pp. 186-192. Date of Electronic Publication: 2025 Jul 03.
Publication Type: Journal Article
Journal Info: Publisher: SAGE Publications in association with Southeastern Surgical Congress Country of Publication: United States NLM ID: 0370522 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1555-9823 (Electronic) Linking ISSN: 00031348 NLM ISO Abbreviation: Am Surg Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Harry+SC%22">Harry SC</searchLink>; University of South Florida Morsani College of Medicine, Tampa, FL, USA.<br /><searchLink fieldCode="AU" term="%22Kendall+MA%22">Kendall MA</searchLink>; Department of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL, USA.<br /><searchLink fieldCode="AU" term="%22Grimsley+EA%22">Grimsley EA</searchLink>; Department of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL, USA.<br /><searchLink fieldCode="AU" term="%22Wolansky+RL%22">Wolansky RL</searchLink>; Department of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL, USA.<br /><searchLink fieldCode="AU" term="%22Torikashvili+JV%22">Torikashvili JV</searchLink>; University of South Florida Morsani College of Medicine, Tampa, FL, USA.<br /><searchLink fieldCode="AU" term="%22Boughanem+D%22">Boughanem D</searchLink>; University of South Florida Morsani College of Medicine, Tampa, FL, USA.<br /><searchLink fieldCode="AU" term="%22Liang+Y%22">Liang Y</searchLink>; University of South Florida Morsani College of Medicine, Tampa, FL, USA.<br /><searchLink fieldCode="AU" term="%22Parikh+R%22">Parikh R</searchLink>; Department of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL, USA.<br /><searchLink fieldCode="AU" term="%22Sujka+J%22">Sujka J</searchLink>; Department of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL, USA.<br /><searchLink fieldCode="AU" term="%22Kuo+PC%22">Kuo PC</searchLink>; Department of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL, USA.; Bay Pines Veterans Affairs Health Care System, Bay Pines, FL, USA.<br /><searchLink fieldCode="AU" term="%22Zander+T%22">Zander T</searchLink>; Department of Surgery, OnetoMap Analytics, University of South Florida Morsani College of Medicine, Tampa, FL, USA.
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  Data: <searchLink fieldCode="JN" term="%220370522%22">The American surgeon</searchLink> [Am Surg] 2026 Jan; Vol. 92 (1), pp. 186-192. <i>Date of Electronic Publication: </i>2025 Jul 03.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22SAGE+Publications+in+association+with+Southeastern+Surgical+Congress%22">SAGE Publications in association with Southeastern Surgical Congress </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>0370522 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1555-9823 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200031348%22">00031348 </searchLink><i>NLM ISO Abbreviation: </i>Am Surg <i>Subsets: </i>MEDLINE
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              Text: 2026 Jan
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