Updating methods for artificial intelligence-based clinical prediction models: a scoping review.

Journal: Journal of clinical epidemiology
Published Date:

Abstract

OBJECTIVES: To give an overview of methods for updating artificial intelligence (AI)-based clinical prediction models based on new data.

Authors

  • Lotta M Meijerink
    Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands. Electronic address: l.m.meijerink-20@umcutrecht.nl.
  • Zoë S Dunias
    Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
  • Artuur M Leeuwenberg
    Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands. Electronic address: a.m.leeuwenberg-15@umcutrecht.nl.
  • Anne A H de Hond
    Clinical AI Implementation and Research Lab, Leiden University Medical Center, Leiden, The Netherlands.
  • David A Jenkins
    Division of Informatics, Imaging and Data Science, The University of Manchester, Manchester, UK.
  • Glen P Martin
    Division of Informatics, Imaging and Data Sciences, University of Manchester, Manchester, United Kingdom.
  • Matthew Sperrin
  • Niels Peek
    Health e-Research Centre, University of Manchester, Vaughan House, Portsmouth Street, Manchester M13 9GB, UK. Electronic address: niels.peek@manchester.ac.uk.
  • René Spijker
    Medical Library, Amsterdam University Medical Center, University of Amsterdam, The Netherlands.
  • Lotty Hooft
    Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
  • Karel G M Moons
    Julius Center for Health Sciences and Primary Care, and Cochrane Netherlands, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands.
  • Maarten van Smeden
    Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, the Netherlands.
  • Ewoud Schuit
    Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.