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Optimizing Extracorporeal Cardiopulmonary Resuscitation Candidate Selection in out-of-Hospital Cardiac Arrest: A Machine-Learning Individualized Treatment Effect Approach Versus Rule-Based Criteria.

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Title: Optimizing Extracorporeal Cardiopulmonary Resuscitation Candidate Selection in out-of-Hospital Cardiac Arrest: A Machine-Learning Individualized Treatment Effect Approach Versus Rule-Based Criteria.
Authors: Chen CH; Department of Emergency Medicine National Taiwan University Hospital Hsin-Chu Branch Hsinchu Taiwan.; Graduate Institute of Biomedical Informatics, College of Medical Science and Technology Taipei Medical University Taipei Taiwan.; Department of Emergency Medicine, College of Medicine National Taiwan University Taipei Taiwan., Huang EP; Department of Emergency Medicine National Taiwan University Hospital Hsin-Chu Branch Hsinchu Taiwan.; Department of Emergency Medicine, College of Medicine National Taiwan University Taipei Taiwan.; Department of Emergency Medicine National Taiwan University Hospital Taipei Taiwan., Sung CW; Department of Emergency Medicine National Taiwan University Hospital Hsin-Chu Branch Hsinchu Taiwan.; Department of Emergency Medicine, College of Medicine National Taiwan University Taipei Taiwan., Fan CY; Department of Emergency Medicine National Taiwan University Hospital Hsin-Chu Branch Hsinchu Taiwan.; Department of Emergency Medicine, College of Medicine National Taiwan University Taipei Taiwan.; Institute of Molecular Medicine National Tsing Hua University Hsinchu Taiwan., Huang CT; Department of Emergency Medicine National Taiwan University Hospital Hsin-Chu Branch Hsinchu Taiwan.; Department of Emergency Medicine, College of Medicine National Taiwan University Taipei Taiwan.; Institute of Epidemiology and Preventive Medicine, College of Public Health National Taiwan University Taipei Taiwan., Huang CH; Department of Emergency Medicine National Taiwan University Hospital Hsin-Chu Branch Hsinchu Taiwan.; Department of Emergency Medicine, College of Medicine National Taiwan University Taipei Taiwan., Huang SS; Section of Emergency Medicine, Department of Medicine National Taiwan University Cancer Center Taipei Taiwan.; Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University Taipei Taiwan., Huang CY; Department of Emergency Medicine Far Eastern Memorial Hospital New Taipei City Taiwan., Lee AF; Department of Emergency Medicine National Taiwan University Hospital Yun-Lin Branch Yunlin Taiwan., Chen YC; Department of Emergency Medicine National Taiwan University Hospital Yun-Lin Branch Yunlin Taiwan.; Graduate Institute of Medical Education and Bioethics National Taiwan University College of Medicine Taipei Taiwan., Wang LW; Department of Emergency Medicine National Taiwan University Hospital Yun-Lin Branch Yunlin Taiwan.; Graduate Institute of Medical Education and Bioethics National Taiwan University College of Medicine Taipei Taiwan.; Department of Medical Research and Education National Taiwan University Hospital, Yunlin Branch Douliu City Taiwan., Wei HY; Department of Electrical Engineering and Graduate Institute of Communications Engineering National Taiwan University Taipei Taiwan., Wang CH; Department of Emergency Medicine, College of Medicine National Taiwan University Taipei Taiwan.; Department of Emergency Medicine National Taiwan University Hospital Taipei Taiwan.; Department of Emergency Medicine National Taiwan University Hospital Yun-Lin Branch Yunlin Taiwan., Chiu HW; Graduate Institute of Biomedical Informatics, College of Medical Science and Technology Taipei Medical University Taipei Taiwan.; Clinical Big Data Research Center Taipei Medical University Hospital Taipei Taiwan.; Bioinformatics Data Science Center, Wan Fang Hospital Taipei Medical University Taipei Taiwan.
Source: Journal of the American Heart Association [J Am Heart Assoc] 2026 Jun 16; Vol. 15 (12), pp. e047815. Date of Electronic Publication: 2026 Jun 15.
Publication Type: Journal Article; Multicenter Study; Comparative Study
Journal Info: Publisher: Wiley-Blackwell Country of Publication: England NLM ID: 101580524 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2047-9980 (Electronic) Linking ISSN: 20479980 NLM ISO Abbreviation: J Am Heart Assoc Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Optimizing Extracorporeal Cardiopulmonary Resuscitation Candidate Selection in out-of-Hospital Cardiac Arrest: A Machine-Learning Individualized Treatment Effect Approach Versus Rule-Based Criteria.
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  Data: <searchLink fieldCode="AU" term="%22Chen+CH%22">Chen CH</searchLink>; Department of Emergency Medicine National Taiwan University Hospital Hsin-Chu Branch Hsinchu Taiwan.; Graduate Institute of Biomedical Informatics, College of Medical Science and Technology Taipei Medical University Taipei Taiwan.; Department of Emergency Medicine, College of Medicine National Taiwan University Taipei Taiwan.<br /><searchLink fieldCode="AU" term="%22Huang+EP%22">Huang EP</searchLink>; Department of Emergency Medicine National Taiwan University Hospital Hsin-Chu Branch Hsinchu Taiwan.; Department of Emergency Medicine, College of Medicine National Taiwan University Taipei Taiwan.; Department of Emergency Medicine National Taiwan University Hospital Taipei Taiwan.<br /><searchLink fieldCode="AU" term="%22Sung+CW%22">Sung CW</searchLink>; Department of Emergency Medicine National Taiwan University Hospital Hsin-Chu Branch Hsinchu Taiwan.; Department of Emergency Medicine, College of Medicine National Taiwan University Taipei Taiwan.<br /><searchLink fieldCode="AU" term="%22Fan+CY%22">Fan CY</searchLink>; Department of Emergency Medicine National Taiwan University Hospital Hsin-Chu Branch Hsinchu Taiwan.; Department of Emergency Medicine, College of Medicine National Taiwan University Taipei Taiwan.; Institute of Molecular Medicine National Tsing Hua University Hsinchu Taiwan.<br /><searchLink fieldCode="AU" term="%22Huang+CT%22">Huang CT</searchLink>; Department of Emergency Medicine National Taiwan University Hospital Hsin-Chu Branch Hsinchu Taiwan.; Department of Emergency Medicine, College of Medicine National Taiwan University Taipei Taiwan.; Institute of Epidemiology and Preventive Medicine, College of Public Health National Taiwan University Taipei Taiwan.<br /><searchLink fieldCode="AU" term="%22Huang+CH%22">Huang CH</searchLink>; Department of Emergency Medicine National Taiwan University Hospital Hsin-Chu Branch Hsinchu Taiwan.; Department of Emergency Medicine, College of Medicine National Taiwan University Taipei Taiwan.<br /><searchLink fieldCode="AU" term="%22Huang+SS%22">Huang SS</searchLink>; Section of Emergency Medicine, Department of Medicine National Taiwan University Cancer Center Taipei Taiwan.; Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University Taipei Taiwan.<br /><searchLink fieldCode="AU" term="%22Huang+CY%22">Huang CY</searchLink>; Department of Emergency Medicine Far Eastern Memorial Hospital New Taipei City Taiwan.<br /><searchLink fieldCode="AU" term="%22Lee+AF%22">Lee AF</searchLink>; Department of Emergency Medicine National Taiwan University Hospital Yun-Lin Branch Yunlin Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+YC%22">Chen YC</searchLink>; Department of Emergency Medicine National Taiwan University Hospital Yun-Lin Branch Yunlin Taiwan.; Graduate Institute of Medical Education and Bioethics National Taiwan University College of Medicine Taipei Taiwan.<br /><searchLink fieldCode="AU" term="%22Wang+LW%22">Wang LW</searchLink>; Department of Emergency Medicine National Taiwan University Hospital Yun-Lin Branch Yunlin Taiwan.; Graduate Institute of Medical Education and Bioethics National Taiwan University College of Medicine Taipei Taiwan.; Department of Medical Research and Education National Taiwan University Hospital, Yunlin Branch Douliu City Taiwan.<br /><searchLink fieldCode="AU" term="%22Wei+HY%22">Wei HY</searchLink>; Department of Electrical Engineering and Graduate Institute of Communications Engineering National Taiwan University Taipei Taiwan.<br /><searchLink fieldCode="AU" term="%22Wang+CH%22">Wang CH</searchLink>; Department of Emergency Medicine, College of Medicine National Taiwan University Taipei Taiwan.; Department of Emergency Medicine National Taiwan University Hospital Taipei Taiwan.; Department of Emergency Medicine National Taiwan University Hospital Yun-Lin Branch Yunlin Taiwan.<br /><searchLink fieldCode="AU" term="%22Chiu+HW%22">Chiu HW</searchLink>; Graduate Institute of Biomedical Informatics, College of Medical Science and Technology Taipei Medical University Taipei Taiwan.; Clinical Big Data Research Center Taipei Medical University Hospital Taipei Taiwan.; Bioinformatics Data Science Center, Wan Fang Hospital Taipei Medical University Taipei Taiwan.
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  Data: <searchLink fieldCode="JN" term="%22101580524%22">Journal of the American Heart Association</searchLink> [J Am Heart Assoc] 2026 Jun 16; Vol. 15 (12), pp. e047815. <i>Date of Electronic Publication: </i>2026 Jun 15.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Wiley-Blackwell%22">Wiley-Blackwell </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101580524 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2047-9980 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220479980%22">20479980 </searchLink><i>NLM ISO Abbreviation: </i>J Am Heart Assoc <i>Subsets: </i>MEDLINE
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        Value: 10.1161/JAHA.125.047815
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      – TitleFull: Optimizing Extracorporeal Cardiopulmonary Resuscitation Candidate Selection in out-of-Hospital Cardiac Arrest: A Machine-Learning Individualized Treatment Effect Approach Versus Rule-Based Criteria.
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              Text: 2026 Jun 16
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