Use of machine learning to analyse routinely collected intensive care unit data: a systematic review.

Journal: Critical care (London, England)
Published Date: Aug 22, 2019

Abstract

BACKGROUND: Intensive care units (ICUs) face financial, bed management, and staffing constraints. Detailed data covering all aspects of patients' journeys into and through intensive care are now collected and stored in electronic health records: machine learning has been used to analyse such data in order to provide decision support to clinicians.

Authors

  • Duncan Shillan
    NIHR Bristol Biomedical Research Centre, University of Bristol, Bristol, UK.
  • Jonathan A C Sterne
    NIHR Bristol Biomedical Research Centre, University of Bristol, Bristol, UK.
  • Alan Champneys
    Engineering Mathematics, University of Bristol, Bristol, UK.
  • Ben Gibbison
    NIHR Bristol Biomedical Research Centre, University of Bristol, Bristol, UK. ben.gibbison@bristol.ac.uk.

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