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Explainable Machine Learning for Coma Outcome Prediction Based on Structural and Functional Brain MRI.

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Title: Explainable Machine Learning for Coma Outcome Prediction Based on Structural and Functional Brain MRI.
Authors: Sarton B; Critical Care Unit, University Teaching Hospital of Purpan, Toulouse, France.; Toulouse NeuroImaging Center, Toulouse University, Toulouse, France., Mattia GM; Toulouse NeuroImaging Center, Toulouse University, Toulouse, France., Cervoni E; Critical Care Unit, University Teaching Hospital of Purpan, Toulouse, France.; Toulouse NeuroImaging Center, Toulouse University, Toulouse, France., Decourt J; Critical Care Unit, University Teaching Hospital of Purpan, Toulouse, France.; Toulouse NeuroImaging Center, Toulouse University, Toulouse, France., Peran P; Toulouse NeuroImaging Center, Toulouse University, Toulouse, France., Riu B; Critical Care Unit, University Teaching Hospital of Purpan, Toulouse, France., Bounes F; Critical Care Unit, University Teaching Hospital of Rangueil, Toulouse, France., Naboulsi E; Neurocritical Care Unit, University Teaching Hospital of Purpan, Toulouse, France., Barttfeld P; Cognitive Science Group, Instituto de Investigaciones Psicológicas, Facultad de Psicología Universidad Nacional de Córdoba-CONICET, Córdoba, Argentina., Olivot JM; Toulouse NeuroImaging Center, Toulouse University, Toulouse, France., Silva S; Critical Care Unit, University Teaching Hospital of Purpan, Toulouse, France.; Toulouse NeuroImaging Center, Toulouse University, Toulouse, France., Cussat-Blanc S; Artificial and Natural Intelligence Toulouse Institute ANITI, Toulouse, France.; Institute of Research in Informatics (IRIT) of Toulouse, Toulouse, France.
Source: Critical care medicine [Crit Care Med] 2026 Jul 01; Vol. 54 (7), pp. 1563-1573. Date of Electronic Publication: 2026 Feb 27.
Publication Type: Journal Article
Journal Info: Publisher: Lippincott Williams & Wilkins Country of Publication: United States NLM ID: 0355501 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1530-0293 (Electronic) Linking ISSN: 00903493 NLM ISO Abbreviation: Crit Care Med Subsets: MEDLINE
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  Data: Explainable Machine Learning for Coma Outcome Prediction Based on Structural and Functional Brain MRI.
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  Data: <searchLink fieldCode="AU" term="%22Sarton+B%22">Sarton B</searchLink>; Critical Care Unit, University Teaching Hospital of Purpan, Toulouse, France.; Toulouse NeuroImaging Center, Toulouse University, Toulouse, France.<br /><searchLink fieldCode="AU" term="%22Mattia+GM%22">Mattia GM</searchLink>; Toulouse NeuroImaging Center, Toulouse University, Toulouse, France.<br /><searchLink fieldCode="AU" term="%22Cervoni+E%22">Cervoni E</searchLink>; Critical Care Unit, University Teaching Hospital of Purpan, Toulouse, France.; Toulouse NeuroImaging Center, Toulouse University, Toulouse, France.<br /><searchLink fieldCode="AU" term="%22Decourt+J%22">Decourt J</searchLink>; Critical Care Unit, University Teaching Hospital of Purpan, Toulouse, France.; Toulouse NeuroImaging Center, Toulouse University, Toulouse, France.<br /><searchLink fieldCode="AU" term="%22Peran+P%22">Peran P</searchLink>; Toulouse NeuroImaging Center, Toulouse University, Toulouse, France.<br /><searchLink fieldCode="AU" term="%22Riu+B%22">Riu B</searchLink>; Critical Care Unit, University Teaching Hospital of Purpan, Toulouse, France.<br /><searchLink fieldCode="AU" term="%22Bounes+F%22">Bounes F</searchLink>; Critical Care Unit, University Teaching Hospital of Rangueil, Toulouse, France.<br /><searchLink fieldCode="AU" term="%22Naboulsi+E%22">Naboulsi E</searchLink>; Neurocritical Care Unit, University Teaching Hospital of Purpan, Toulouse, France.<br /><searchLink fieldCode="AU" term="%22Barttfeld+P%22">Barttfeld P</searchLink>; Cognitive Science Group, Instituto de Investigaciones Psicológicas, Facultad de Psicología Universidad Nacional de Córdoba-CONICET, Córdoba, Argentina.<br /><searchLink fieldCode="AU" term="%22Olivot+JM%22">Olivot JM</searchLink>; Toulouse NeuroImaging Center, Toulouse University, Toulouse, France.<br /><searchLink fieldCode="AU" term="%22Silva+S%22">Silva S</searchLink>; Critical Care Unit, University Teaching Hospital of Purpan, Toulouse, France.; Toulouse NeuroImaging Center, Toulouse University, Toulouse, France.<br /><searchLink fieldCode="AU" term="%22Cussat-Blanc+S%22">Cussat-Blanc S</searchLink>; Artificial and Natural Intelligence Toulouse Institute ANITI, Toulouse, France.; Institute of Research in Informatics (IRIT) of Toulouse, Toulouse, France.
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  Data: <searchLink fieldCode="JN" term="%220355501%22">Critical care medicine</searchLink> [Crit Care Med] 2026 Jul 01; Vol. 54 (7), pp. 1563-1573. <i>Date of Electronic Publication: </i>2026 Feb 27.
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              Text: 2026 Jul 01
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