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Machine Learning Models to Predict Withdrawal of Life-Sustaining Therapy in Patients With Severe Traumatic Brain Injury.

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Title: Machine Learning Models to Predict Withdrawal of Life-Sustaining Therapy in Patients With Severe Traumatic Brain Injury.
Authors: Cobler-Lichter M; Division of Trauma & Surgical Critical Care, DeWitt Daughtry Family Department of Surgery, Ryder Trauma Center, University of Miami Miller School of Medicine, FL., Delamater JM; Division of Trauma & Surgical Critical Care, DeWitt Daughtry Family Department of Surgery, Ryder Trauma Center, University of Miami Miller School of Medicine, FL., Teixeira FJP; Division of Neurocritical Care, Department of Neurology, University of Miami, FL., Reyes AM; Division of Trauma & Surgical Critical Care, DeWitt Daughtry Family Department of Surgery, Ryder Trauma Center, University of Miami Miller School of Medicine, FL., Arcieri TR; Division of Trauma & Surgical Critical Care, DeWitt Daughtry Family Department of Surgery, Ryder Trauma Center, University of Miami Miller School of Medicine, FL., Manolovitz B; Division of Neurocritical Care, Department of Neurology, University of Miami, FL., McKeown JA; Division of Neurocritical Care, Department of Neurology, University of Miami, FL., Koru-Sengul T; Department of Public Health, University of Miami, FL; and., Jagid J; Department of Neurological Surgery, University of Miami, FL., Graciolli Cordeiro J; Department of Neurological Surgery, University of Miami, FL., Massad N; Division of Neurocritical Care, Department of Neurology, University of Miami, FL., Kottapally M; Division of Neurocritical Care, Department of Neurology, University of Miami, FL., Merenda A; Division of Neurocritical Care, Department of Neurology, University of Miami, FL., O'Phelan K; Division of Neurocritical Care, Department of Neurology, University of Miami, FL., Namias N; Division of Trauma & Surgical Critical Care, DeWitt Daughtry Family Department of Surgery, Ryder Trauma Center, University of Miami Miller School of Medicine, FL., Alkhachroum A; Division of Neurocritical Care, Department of Neurology, University of Miami, FL.
Source: Neurology [Neurology] 2025 Nov 11; Vol. 105 (9), pp. e214249. Date of Electronic Publication: 2025 Oct 10.
Publication Type: Journal Article; Observational Study
Journal Info: Publisher: Lippincott Williams & Wilkins Country of Publication: United States NLM ID: 0401060 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1526-632X (Electronic) Linking ISSN: 00283878 NLM ISO Abbreviation: Neurology Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Cobler-Lichter+M%22">Cobler-Lichter M</searchLink>; Division of Trauma & Surgical Critical Care, DeWitt Daughtry Family Department of Surgery, Ryder Trauma Center, University of Miami Miller School of Medicine, FL.<br /><searchLink fieldCode="AU" term="%22Delamater+JM%22">Delamater JM</searchLink>; Division of Trauma & Surgical Critical Care, DeWitt Daughtry Family Department of Surgery, Ryder Trauma Center, University of Miami Miller School of Medicine, FL.<br /><searchLink fieldCode="AU" term="%22Teixeira+FJP%22">Teixeira FJP</searchLink>; Division of Neurocritical Care, Department of Neurology, University of Miami, FL.<br /><searchLink fieldCode="AU" term="%22Reyes+AM%22">Reyes AM</searchLink>; Division of Trauma & Surgical Critical Care, DeWitt Daughtry Family Department of Surgery, Ryder Trauma Center, University of Miami Miller School of Medicine, FL.<br /><searchLink fieldCode="AU" term="%22Arcieri+TR%22">Arcieri TR</searchLink>; Division of Trauma & Surgical Critical Care, DeWitt Daughtry Family Department of Surgery, Ryder Trauma Center, University of Miami Miller School of Medicine, FL.<br /><searchLink fieldCode="AU" term="%22Manolovitz+B%22">Manolovitz B</searchLink>; Division of Neurocritical Care, Department of Neurology, University of Miami, FL.<br /><searchLink fieldCode="AU" term="%22McKeown+JA%22">McKeown JA</searchLink>; Division of Neurocritical Care, Department of Neurology, University of Miami, FL.<br /><searchLink fieldCode="AU" term="%22Koru-Sengul+T%22">Koru-Sengul T</searchLink>; Department of Public Health, University of Miami, FL; and.<br /><searchLink fieldCode="AU" term="%22Jagid+J%22">Jagid J</searchLink>; Department of Neurological Surgery, University of Miami, FL.<br /><searchLink fieldCode="AU" term="%22Graciolli+Cordeiro+J%22">Graciolli Cordeiro J</searchLink>; Department of Neurological Surgery, University of Miami, FL.<br /><searchLink fieldCode="AU" term="%22Massad+N%22">Massad N</searchLink>; Division of Neurocritical Care, Department of Neurology, University of Miami, FL.<br /><searchLink fieldCode="AU" term="%22Kottapally+M%22">Kottapally M</searchLink>; Division of Neurocritical Care, Department of Neurology, University of Miami, FL.<br /><searchLink fieldCode="AU" term="%22Merenda+A%22">Merenda A</searchLink>; Division of Neurocritical Care, Department of Neurology, University of Miami, FL.<br /><searchLink fieldCode="AU" term="%22O'Phelan+K%22">O'Phelan K</searchLink>; Division of Neurocritical Care, Department of Neurology, University of Miami, FL.<br /><searchLink fieldCode="AU" term="%22Namias+N%22">Namias N</searchLink>; Division of Trauma & Surgical Critical Care, DeWitt Daughtry Family Department of Surgery, Ryder Trauma Center, University of Miami Miller School of Medicine, FL.<br /><searchLink fieldCode="AU" term="%22Alkhachroum+A%22">Alkhachroum A</searchLink>; Division of Neurocritical Care, Department of Neurology, University of Miami, FL.
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