Improving patient flow during infectious disease outbreaks using machine learning for real-time prediction of patient readiness for discharge.

Abstract

Authors

• Jennifer A Bishop
  Department of Engineering Science, University of Oxford, Oxford, United Kingdom.
• Hamza A Javed
  Department of Engineering Science, University of Oxford, Oxford, United Kingdom.
• Rasheed El-Bouri
  Department of Engineering Science, University of Oxford, Oxford, United Kingdom.
• Tingting Zhu
  Department of Engineering Science, Institute of Biomedical Engineering, University of Oxford, Oxford, OX3 7DQ, UK.
• Thomas Taylor
  Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, UK.
• Tim Peto
  John Radcliffe Hospital, Oxford University Hospitals NHS Foundation Trust, Oxford, UK; Nuffield Department of Medicine, University of Oxford, Oxford, UK; NIHR Health Protection Research Unit in Healthcare Associated Infections and Antimicrobial Resistance, University of Oxford and Public Health England, Oxford, UK.
• Peter Watkinson
  Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK; Kadoorie Centre for Critical Care Research and Education, Oxford OX3 9DU, UK. Electronic address: peter.watkinson@ndcn.ox.ac.uk.
• David W Eyre
  John Radcliffe Hospital, Oxford University Hospitals NHS Foundation Trust, Oxford, UK; Big Data Institute, Nuffield Department of Population Health, University of Oxford, Oxford, UK; NIHR Health Protection Research Unit in Healthcare Associated Infections and Antimicrobial Resistance, University of Oxford and Public Health England, Oxford, UK.
• David A Clifton

Keywords

External Resources