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Open Access
Peer-reviewed
Research Article
Optimal intensive care outcome prediction over time using machine learning
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Christopher Meiring,
Roles Formal analysis, Investigation, Methodology, Software, Visualization, Writing – original draft
Affiliation Division of Anaesthesia, University of Cambridge, Cambridge, United Kingdom
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Abhishek Dixit,
Roles Data curation, Formal analysis, Software, Writing – review & editing
Affiliation Division of Anaesthesia, University of Cambridge, Cambridge, United Kingdom
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Steve Harris,
Roles Data curation, Resources, Software, Writing – review & editing
Affiliation Bloomsbury Institute of Intensive Care Medicine, University College London, London, United Kingdom
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Niall S. MacCallum,
Roles Data curation, Resources, Writing – review & editing
Affiliation Bloomsbury Institute of Intensive Care Medicine, University College London, London, United Kingdom
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David A. Brealey,
Roles Data curation, Resources, Writing – review & editing
Affiliation Bloomsbury Institute of Intensive Care Medicine, University College London, London, United Kingdom
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Peter J. Watkinson,
Roles Data curation, Writing – review & editing
Affiliation Nuffield Department of Clinical Neurosciences, University of Oxford, John Radcliffe Hospital, Oxford, United Kingdom
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Andrew Jones,
Roles Data curation, Writing – review & editing
Affiliation Department of Intensive Care, Guy’s and St. Thomas’ NHS Foundation Trust, St. Thomas’ Hospital, Westminster Bridge Road, Lambeth, London
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Simon Ashworth,
Roles Data curation, Writing – review & editing
Affiliation Centre for Perioperative Medicine and Critical Care Research, Imperial College Healthcare NHS Trust, Praed St., London, United Kingdom
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Richard Beale,
Roles Data curation, Writing – review & editing
Affiliation Department of Intensive Care, Guy’s and St. Thomas’ NHS Foundation Trust, St. Thomas’ Hospital, Westminster Bridge Road, Lambeth, London
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Stephen J. Brett,
Roles Data curation, Writing – review & editing
Affiliation Centre for Perioperative Medicine and Critical Care Research, Imperial College Healthcare NHS Trust, Praed St., London, United Kingdom
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Mervyn Singer,
Roles Data curation, Funding acquisition, Resources, Writing – review & editing
Affiliation Bloomsbury Institute of Intensive Care Medicine, University College London, London, United Kingdom
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Ari Ercole
Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Methodology, Project administration, Resources, Supervision, Writing – review & editing
* E-mail: ae105@cam.ac.uk
Affiliation Division of Anaesthesia, University of Cambridge, Cambridge, United Kingdom
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Optimal intensive care outcome prediction over time using machine learning
- Christopher Meiring,
- Abhishek Dixit,
- Steve Harris,
- Niall S. MacCallum,
- David A. Brealey,
- Peter J. Watkinson,
- Andrew Jones,
- Simon Ashworth,
- Richard Beale,
- Stephen J. Brett
- Published: November 14, 2018
- https://doi.org/10.1371/journal.pone.0206862