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

Paula Brough, Khondker Mohammad Zobair, Javad Pool, Natalie Haskell, Luke Houghton, Paul Scuffham, Jennifer Loy, Ashlea Troth, Salim Memon, Rachael Smithson, Maria Khan, Brooke Murphy, Letisha Living, Leanne Du, John Richards, Jennifer Dolkens, Matthew Aitken, Jason Zhang, John Grieve, Sandeep Bhuta

Open source

DOI
10.2196/101944
Published
2026-11-03
Container
JMIR AI
Publisher
JMIR Publications Inc.
Open access
unknown

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BibTeX

@article{allodium:10.2196/101944,
  title = {AI Adoption, Adaptation, and Workforce Sustainability in Medical Imaging: Systematic Review and Conceptual Framework},
  author = {Paula Brough and Khondker Mohammad Zobair and Javad Pool and Natalie Haskell and Luke Houghton and Paul Scuffham and Jennifer Loy and Ashlea Troth and Salim Memon and Rachael Smithson and Maria Khan and Brooke Murphy and Letisha Living and Leanne Du and John Richards and Jennifer Dolkens and Matthew Aitken and Jason Zhang and John Grieve and Sandeep Bhuta},
  year = {2026},
  journal = {JMIR AI},
  doi = {10.2196/101944},
  url = {https://doi.org/10.2196/101944}
}

RIS

TY  - JOUR
TI  - AI Adoption, Adaptation, and Workforce Sustainability in Medical Imaging: Systematic Review and Conceptual Framework
AU  - Paula Brough
AU  - Khondker Mohammad Zobair
AU  - Javad Pool
AU  - Natalie Haskell
AU  - Luke Houghton
AU  - Paul Scuffham
AU  - Jennifer Loy
AU  - Ashlea Troth
AU  - Salim Memon
AU  - Rachael Smithson
AU  - Maria Khan
AU  - Brooke Murphy
AU  - Letisha Living
AU  - Leanne Du
AU  - John Richards
AU  - Jennifer Dolkens
AU  - Matthew Aitken
AU  - Jason Zhang
AU  - John Grieve
AU  - Sandeep Bhuta
PY  - 2026
JO  - JMIR AI
DO  - 10.2196/101944
UR  - https://doi.org/10.2196/101944
ER  - 

APA

Brough, P., Zobair, K. M., Pool, J., Haskell, N., Houghton, L., Scuffham, P., Loy, J., Troth, A., Memon, S., Smithson, R., Khan, M., Murphy, B., Living, L., Du, L., Richards, J., Dolkens, J., Aitken, M., Zhang, J., Grieve, J., & Bhuta, S. (2026). AI Adoption, Adaptation, and Workforce Sustainability in Medical Imaging: Systematic Review and Conceptual Framework. JMIR AI. https://doi.org/10.2196/101944

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