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ECMO PAL VV: using deep neural networks for survival prognostication in venovenous extracorporeal membrane oxygenation.

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Title: ECMO PAL VV: using deep neural networks for survival prognostication in venovenous extracorporeal membrane oxygenation.
Authors: Stephens AF; Advanced Cardiorespiratory Engineering Laboratory, Centre for Biomedical Technologies, Queensland University of Technology, Brisbane, Australia. research.andrew.stephens@gmail.com.; School of Electrical Engineering and Robotics, Queensland University of Technology, Brisbane, Australia. research.andrew.stephens@gmail.com., Šeman M; Advanced Cardiorespiratory Engineering Laboratory, Centre for Biomedical Technologies, Queensland University of Technology, Brisbane, Australia.; School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia.; Department of Cardiology, Western Hospital, Melbourne, Australia., Hackwill R; Advanced Cardiorespiratory Engineering Laboratory, Centre for Biomedical Technologies, Queensland University of Technology, Brisbane, Australia., Diehl A; School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia.; Department of Intensive Care and Hyperbaric Medicine, The Alfred Hospital, Melbourne, Australia., Pilcher D; School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia.; Department of Intensive Care and Hyperbaric Medicine, The Alfred Hospital, Melbourne, Australia., Barbaro RP; Pediatric Critical Care Medicine, Susan B. Meister Child Health Evaluation and Research Center, University of Michigan, Ann Arbor, MI, USA., Brodie D; Division of Pulmonary and Critical Care Medicine, School of Medicine, Johns Hopkins University, Baltimore, MD, USA., Pellegrino V; Department of Intensive Care and Hyperbaric Medicine, The Alfred Hospital, Melbourne, Australia., Kaye DM; Department of Cardiology, The Alfred Hospital, Melbourne, Australia., Gregory SD; Advanced Cardiorespiratory Engineering Laboratory, Centre for Biomedical Technologies, Queensland University of Technology, Brisbane, Australia.; School of Mechanical, Medical, and Process Engineering, Queensland University of Technology, Brisbane, Australia., Hodgson CL; School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia.; Australian and New Zealand Intensive Care Research Centre, Melbourne, Australia.
Corporate Authors: Extracorporeal Life Support Organization Member Centres
Source: Critical care (London, England) [Crit Care] 2026 Apr 18; Vol. 30 (1). Date of Electronic Publication: 2026 Apr 18.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Ltd Country of Publication: England NLM ID: 9801902 Publication Model: Electronic Cited Medium: Internet ISSN: 1466-609X (Electronic) Linking ISSN: 13648535 NLM ISO Abbreviation: Crit Care Subsets: MEDLINE
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  Data: ECMO PAL VV: using deep neural networks for survival prognostication in venovenous extracorporeal membrane oxygenation.
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  Data: <searchLink fieldCode="AU" term="%22Stephens+AF%22">Stephens AF</searchLink>; Advanced Cardiorespiratory Engineering Laboratory, Centre for Biomedical Technologies, Queensland University of Technology, Brisbane, Australia. research.andrew.stephens@gmail.com.; School of Electrical Engineering and Robotics, Queensland University of Technology, Brisbane, Australia. research.andrew.stephens@gmail.com.<br /><searchLink fieldCode="AU" term="%22Šeman+M%22">Šeman M</searchLink>; Advanced Cardiorespiratory Engineering Laboratory, Centre for Biomedical Technologies, Queensland University of Technology, Brisbane, Australia.; School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia.; Department of Cardiology, Western Hospital, Melbourne, Australia.<br /><searchLink fieldCode="AU" term="%22Hackwill+R%22">Hackwill R</searchLink>; Advanced Cardiorespiratory Engineering Laboratory, Centre for Biomedical Technologies, Queensland University of Technology, Brisbane, Australia.<br /><searchLink fieldCode="AU" term="%22Diehl+A%22">Diehl A</searchLink>; School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia.; Department of Intensive Care and Hyperbaric Medicine, The Alfred Hospital, Melbourne, Australia.<br /><searchLink fieldCode="AU" term="%22Pilcher+D%22">Pilcher D</searchLink>; School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia.; Department of Intensive Care and Hyperbaric Medicine, The Alfred Hospital, Melbourne, Australia.<br /><searchLink fieldCode="AU" term="%22Barbaro+RP%22">Barbaro RP</searchLink>; Pediatric Critical Care Medicine, Susan B. Meister Child Health Evaluation and Research Center, University of Michigan, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22Brodie+D%22">Brodie D</searchLink>; Division of Pulmonary and Critical Care Medicine, School of Medicine, Johns Hopkins University, Baltimore, MD, USA.<br /><searchLink fieldCode="AU" term="%22Pellegrino+V%22">Pellegrino V</searchLink>; Department of Intensive Care and Hyperbaric Medicine, The Alfred Hospital, Melbourne, Australia.<br /><searchLink fieldCode="AU" term="%22Kaye+DM%22">Kaye DM</searchLink>; Department of Cardiology, The Alfred Hospital, Melbourne, Australia.<br /><searchLink fieldCode="AU" term="%22Gregory+SD%22">Gregory SD</searchLink>; Advanced Cardiorespiratory Engineering Laboratory, Centre for Biomedical Technologies, Queensland University of Technology, Brisbane, Australia.; School of Mechanical, Medical, and Process Engineering, Queensland University of Technology, Brisbane, Australia.<br /><searchLink fieldCode="AU" term="%22Hodgson+CL%22">Hodgson CL</searchLink>; School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia.; Australian and New Zealand Intensive Care Research Centre, Melbourne, Australia.
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  Data: <searchLink fieldCode="CA" term="%22Extracorporeal+Life+Support+Organization+Member+Centres%22">Extracorporeal Life Support Organization Member Centres</searchLink>
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  Data: <searchLink fieldCode="JN" term="%229801902%22">Critical care (London, England)</searchLink> [Crit Care] 2026 Apr 18; Vol. 30 (1). <i>Date of Electronic Publication: </i>2026 Apr 18.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central+Ltd%22">BioMed Central Ltd </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>9801902 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1466-609X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2213648535%22">13648535 </searchLink><i>NLM ISO Abbreviation: </i>Crit Care <i>Subsets: </i>MEDLINE
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              Text: 2026 Apr 18
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