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. |
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| 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 |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41327317 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Explainable machine learning for neurological outcome prediction in out-of-hospital cardiac arrest survivors undergoing targeted temperature management: a multi-cohort validation study. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Bamodu+OA%22">Bamodu OA</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Goh+YX%22">Goh YX</searchLink>; Department of Neurology, Taipei Medical University-Shuang Ho Hospital, New Taipei City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Hong+CT%22">Hong CT</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Chen+PC%22">Chen PC</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Chiu+WT%22">Chiu WT</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Chan+L%22">Chan L</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Chung+CC%22">Chung CC</searchLink>; 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. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101232233%22">Journal of neuroengineering and rehabilitation</searchLink> [J Neuroeng Rehabil] 2025 Dec 01; Vol. 23 (1), pp. 4. <i>Date of Electronic Publication: </i>2025 Dec 01. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Multicenter Study; Validation Study – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101232233 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1743-0003 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2217430003%22">17430003 </searchLink><i>NLM ISO Abbreviation: </i>J Neuroeng Rehabil <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41327317 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1186/s12984-025-01821-7 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 4 Titles: – TitleFull: Explainable machine learning for neurological outcome prediction in out-of-hospital cardiac arrest survivors undergoing targeted temperature management: a multi-cohort validation study. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Bamodu OA – PersonEntity: Name: NameFull: Goh YX – PersonEntity: Name: NameFull: Hong CT – PersonEntity: Name: NameFull: Chen PC – PersonEntity: Name: NameFull: Chiu WT – PersonEntity: Name: NameFull: Chan L – PersonEntity: Name: NameFull: Chung CC IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 12 Text: 2025 Dec 01 Type: published Y: 2025 Identifiers: – Type: issn-electronic Value: 1743-0003 Numbering: – Type: volume Value: 23 – Type: issue Value: 1 Titles: – TitleFull: Journal of neuroengineering and rehabilitation Type: main |
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