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
Description
ISSN:2047-9980
DOI:10.1161/JAHA.125.047815