Explainable machine learning for neurological outcome prediction in out-of-hospital cardiac arrest survivors undergoing targeted temperature management: a multi-cohort validation study.

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Title: Explainable machine learning for neurological outcome prediction in out-of-hospital cardiac arrest survivors undergoing targeted temperature management: a multi-cohort validation study.
Authors: Bamodu OA; Department of Prevention and Community Health, Milken Institute School of Public Health, The George Washington University, Washington, D.C, USA.; Directorate of Postgraduate Studies, School of Clinical Medicine, Muhimbili University of Health and Allied Sciences, Ilala District, Dar es Salaam, Tanzania., Goh YX; Department of Neurology, Taipei Medical University-Shuang Ho Hospital, New Taipei City, Taiwan., Hong CT; Department of Neurology, Taipei Medical University-Shuang Ho Hospital, New Taipei City, Taiwan.; Department of Neurology, School of Medicine, College of Medicine, Taipei Medical University, 250 Wuxing Street, Xinyi District, Taipei, Taiwan., Chen PC; Department of Neurology, Taipei Medical University-Shuang Ho Hospital, New Taipei City, Taiwan.; Department of Neurology, School of Medicine, College of Medicine, Taipei Medical University, 250 Wuxing Street, Xinyi District, Taipei, Taiwan., Chiu WT; Department of Neurology, Taipei Medical University-Shuang Ho Hospital, New Taipei City, Taiwan.; Department of Neurology, School of Medicine, College of Medicine, Taipei Medical University, 250 Wuxing Street, Xinyi District, Taipei, Taiwan.; Division of Critical Care Medicine, Department of Emergency and Critical Care Medicine, Taipei Medical University-Shuang Ho Hospital, New Taipei City, Taiwan., Chan L; Department of Neurology, Taipei Medical University-Shuang Ho Hospital, New Taipei City, Taiwan.; Department of Neurology, School of Medicine, College of Medicine, Taipei Medical University, 250 Wuxing Street, Xinyi District, Taipei, Taiwan., Chung CC; Department of Neurology, Taipei Medical University-Shuang Ho Hospital, New Taipei City, Taiwan. 10670@s.tmu.edu.tw.; Department of Neurology, School of Medicine, College of Medicine, Taipei Medical University, 250 Wuxing Street, Xinyi District, Taipei, Taiwan. 10670@s.tmu.edu.tw.
Source: Journal of neuroengineering and rehabilitation [J Neuroeng Rehabil] 2025 Dec 01; Vol. 23 (1), pp. 4. Date of Electronic Publication: 2025 Dec 01.
Publication Type: Journal Article; Multicenter Study; Validation Study
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101232233 Publication Model: Electronic Cited Medium: Internet ISSN: 1743-0003 (Electronic) Linking ISSN: 17430003 NLM ISO Abbreviation: J Neuroeng Rehabil Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1743-0003
DOI:10.1186/s12984-025-01821-7