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Open Access
Peer-reviewed
Research Article
Characterising risk of in-hospital mortality following cardiac arrest using machine learning: A retrospective international registry study
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Shane Nanayakkara ,
Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing
* E-mail: s.nanayakkara@alfred.org.au
Affiliations Department of Cardiology, Alfred Hospital, Melbourne, Victoria, Australia, Heart Failure Research Group, Baker Heart and Diabetes Institute, Melbourne, Victoria, Australia, Department of Medicine, Nursing and Health Sciences, Monash University, Melbourne, Victoria, Australia
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Sam Fogarty,
Roles Formal analysis, Investigation, Software, Validation, Writing – review & editing
Affiliations Institute for Integrated and Intelligent Systems, Griffith University, Gold Coast, Queensland, Australia, IntelliHQ, Gold Coast, Queensland, Australia
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Michael Tremeer,
Roles Formal analysis, Investigation, Methodology, Software, Validation, Writing – review & editing
Affiliation IntelliHQ, Gold Coast, Queensland, Australia
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Kelvin Ross,
Roles Formal analysis, Investigation, Methodology, Resources, Software, Supervision, Validation, Writing – review & editing
Affiliations Institute for Integrated and Intelligent Systems, Griffith University, Gold Coast, Queensland, Australia, IntelliHQ, Gold Coast, Queensland, Australia
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Brent Richards,
Roles Conceptualization, Methodology, Project administration, Supervision, Writing – review & editing
Affiliations IntelliHQ, Gold Coast, Queensland, Australia, Gold Coast University Hospital, Gold Coast, Queensland, Australia
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Christoph Bergmeir,
Roles Conceptualization, Supervision, Writing – review & editing
Affiliation Faculty of Information Technology, Monash University, Melbourne, Victoria, Australia
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Sheng Xu,
Roles Formal analysis, Investigation, Methodology, Software, Writing – original draft
Affiliation Faculty of Information Technology, Monash University, Melbourne, Victoria, Australia
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Dion Stub,
Roles Conceptualization, Writing – review & editing
Affiliations Department of Cardiology, Alfred Hospital, Melbourne, Victoria, Australia, Heart Failure Research Group, Baker Heart and Diabetes Institute, Melbourne, Victoria, Australia, Department of Medicine, Nursing and Health Sciences, Monash University, Melbourne, Victoria, Australia
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Karen Smith,
Roles Methodology, Supervision, Writing – review & editing
Affiliations Centre for Research and Evaluation, Ambulance Victoria, Melbourne, Victoria, Australia, Department of Epidemiology and Preventive Medicine, Monash University, Melbourne, Victoria, Australia
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Mark Tacey,
Roles Validation, Writing – review & editing
Affiliation School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia
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Danny Liew,
Roles Formal analysis, Methodology, Supervision, Validation, Writing – review & editing
Affiliation School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia
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David Pilcher,
Roles Conceptualization, Data curation, Methodology, Supervision, Validation, Visualization, Writing – review & editing
Affiliations School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia, Department of Intensive Care, Alfred Hospital, Melbourne, Victoria, Australia, Australian and New Zealand Intensive Care Society Centre for Outcome and Resource Evaluation, Melbourne, Victoria, Australia
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David M. Kaye
Roles Conceptualization, Supervision, Writing – review & editing
Affiliations Department of Cardiology, Alfred Hospital, Melbourne, Victoria, Australia, Heart Failure Research Group, Baker Heart and Diabetes Institute, Melbourne, Victoria, Australia, Department of Medicine, Nursing and Health Sciences, Monash University, Melbourne, Victoria, Australia
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Characterising risk of in-hospital mortality following cardiac arrest using machine learning: A retrospective international registry study
- Shane Nanayakkara,
- Sam Fogarty,
- Michael Tremeer,
- Kelvin Ross,
- Brent Richards,
- Christoph Bergmeir,
- Sheng Xu,
- Dion Stub,
- Karen Smith,
- Mark Tacey
- Published: November 30, 2018
- https://doi.org/10.1371/journal.pmed.1002709