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This paper is in the following e-collection/theme issue:

Reviews in AI (217) Theoretical Frameworks and Concepts (601) Imaging Informatics (524) Medical imaging (207)

Published on in Vol 5 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/101944, first published .
Doctor points to heart scan on tablet showing medical data

AI Adoption, Adaptation, and Workforce Sustainability in Medical Imaging: Systematic Review and Conceptual Framework

AI Adoption, Adaptation, and Workforce Sustainability in Medical Imaging: Systematic Review and Conceptual Framework

Authors of this article:

Paula Brough1 Author Orcid Image ;   Khondker Mohammad Zobair1 Author Orcid Image ;   Javad Pool1 Author Orcid Image ;   Natalie Haskell2 Author Orcid Image ;   Luke Houghton1 Author Orcid Image ;   Paul Scuffham3 Author Orcid Image ;   Jennifer Loy1 Author Orcid Image ;   Ashlea Troth1 Author Orcid Image ;   Salim Memon4 Author Orcid Image ;   Rachael Smithson4 Author Orcid Image ;   Maria Khan5 Author Orcid Image ;   Brooke Murphy1 Author Orcid Image ;   Letisha Living4 Author Orcid Image ;   Leanne Du4 Author Orcid Image ;   John Richards4 Author Orcid Image ;   Jennifer Dolkens4 Author Orcid Image ;   Matthew Aitken4 Author Orcid Image ;   Jason Zhang4 Author Orcid Image ;   John Grieve4 Author Orcid Image ;   Sandeep Bhuta3, 6 Author Orcid Image
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Paula Brough   1 , PhD ;   Khondker Mohammad Zobair   1 , PhD ;   Javad Pool   1 , PhD ;   Natalie Haskell   2 , PhD ;   Luke Houghton   1 , PhD ;   Paul Scuffham   3 , PhD ;   Jennifer Loy   1 , PhD ;   Ashlea Troth   1 , PhD ;   Salim Memon   4 ;   Rachael Smithson   4 ;   Maria Khan   5 , PhD ;   Brooke Murphy   1 ;   Letisha Living   4 ;   Leanne Du   4 ;   John Richards   4 ;   Jennifer Dolkens   4 ;   Matthew Aitken   4 ;   Jason Zhang   4 ;   John Grieve   4 ;   Sandeep Bhuta   3, 6

1 Centre for Work, Organisation and Wellbeing, Griffith University, Brisbane, Queensland, Australia

2 Griffith University, Gold Coast, Queensland, Australia

3 School of Medicine and Dentistry, Griffith University, Gold Coast, Australia

4 Gold Coast Health, Gold Coast, Australia

5 QUT Business School, Queensland University of Technology, Brisbane, Australia

6 Gold Coast University Hospital, Gold Coast Health, Gold Coast, Australia

Corresponding Author:

  • Javad Pool, PhD
  • Centre for Work, Organisation and Wellbeing
  • Griffith University
  • 170 Kessels Road, Nathan
  • Brisbane, Queensland 4111
  • Australia
  • Phone: 61 0737354856
  • Email: j.pool@griffith.edu.au