Machine learning predicts the short-term requirement for invasive ventilation among Australian critically ill COVID-19 patients

• Roshan Karri,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Writing – original draft, Writing – review & editing

  Affiliation Royal Melbourne Hospital, Melbourne, Victoria, Australia

  https://orcid.org/0000-0002-9603-5659

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• Yi-Ping Phoebe Chen,

  Roles Formal analysis, Investigation, Methodology, Software, Supervision, Validation, Writing – review & editing

  Affiliation Faculty of Science, Technology and Engineering, La Trobe University, Melbourne, Victoria, Australia

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• Aidan J. C. Burrell,

  Roles Conceptualization, Data curation, Funding acquisition, Project administration, Resources, Supervision, Writing – review & editing

  Affiliations Australian and New Zealand Intensive Care Research Centre (ANZIC-RC), School of Public Health and Preventative Medicine, Monash University, Melbourne, Victoria, Australia, Department of Intensive Care and Hyperbaric Medicine, The Alfred Hospital, Melbourne, Victoria, Australia

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• Jahan C. Penny-Dimri,

  Roles Formal analysis, Investigation, Methodology, Software, Supervision, Writing – review & editing

  Affiliation Royal Melbourne Hospital, Melbourne, Victoria, Australia

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• Tessa Broadley,

  Roles Conceptualization, Data curation, Project administration, Resources, Supervision, Writing – review & editing

  Affiliation Australian and New Zealand Intensive Care Research Centre (ANZIC-RC), School of Public Health and Preventative Medicine, Monash University, Melbourne, Victoria, Australia

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• Tony Trapani,

  Roles Data curation, Project administration, Resources, Writing – review & editing

  Affiliation Australian and New Zealand Intensive Care Research Centre (ANZIC-RC), School of Public Health and Preventative Medicine, Monash University, Melbourne, Victoria, Australia

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• Adam M. Deane,

  Roles Methodology, Project administration, Resources, Supervision, Writing – review & editing

  Affiliations Intensive Care Unit, Royal Melbourne Hospital, Melbourne, Victoria, Australia, Department of Critical Care, Melbourne Medical School, Melbourne, Victoria, Australia

  https://orcid.org/0000-0002-7620-5577

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• Andrew A. Udy,

  Roles Conceptualization, Funding acquisition, Project administration, Resources, Supervision, Writing – review & editing

  Affiliations Australian and New Zealand Intensive Care Research Centre (ANZIC-RC), School of Public Health and Preventative Medicine, Monash University, Melbourne, Victoria, Australia, Department of Intensive Care and Hyperbaric Medicine, The Alfred Hospital, Melbourne, Victoria, Australia

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• Mark P. Plummer ,

  Roles Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Writing – original draft, Writing – review & editing

  * E-mail: Mark.plummer@mh.org.au

  Affiliations Intensive Care Unit, Royal Melbourne Hospital, Melbourne, Victoria, Australia, Department of Critical Care, Melbourne Medical School, Melbourne, Victoria, Australia

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• for the SPRINT-SARI Australia Investigators

  ¶Membership of the SPRINT-SARI Australia Investigators is listed in the Acknowledgments.

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