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Published on in Vol 28 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/100531, first published .
Doctors discussing AI healthcare technology on a computer screen

Development and Pilot Evaluation of a Standardized and Accessible Rubric (OMNI) for Assessing Generative AI in Health Care Contexts: Four-Stage Mixed Methods Study

Development and Pilot Evaluation of a Standardized and Accessible Rubric (OMNI) for Assessing Generative AI in Health Care Contexts: Four-Stage Mixed Methods Study

Erik Cornelisse   1 , MPharm ;   Dib Kousa   1 , BPharm ;   Bradley D Menz   1 , PhD ;   Brinleigh Murphy-Reuter   2 , EdM ;   Adel Shahnam   3 , MD ;   Benjamin Chin-Yee   4 , MD, PhD ;   Ryan Calabro   5 , PhD ;   Lee X Li   1 , MBIOSTAT ;   Imogen Ramsey   6 , PhD ;   Ahmad Y Abuhelwa   7 , PhD ;   Jessica M Logan   8 , PhD ;   Huah Shin Ng   1 , PhD ;   Mythily Aravinthan   9 , MBBS, MD ;   James Goonan   9 , MBBS ;   Hannah Carthew   9 , MBBS ;   Paul Molyneux   10 , MBBS ;   Joanne Tang   11 , MBBS ;   Nadia Hitchen   12, 13 , MBBS ;   Martin Hong   14 , MBBS ;   Jimit Gandhi   8, 15 , BPharm ;   Stephanie Fontanarosa   15 , BPharm ;   Nicholas L Scarfo   15 , BPharm ;   Kezia Daniel   15 , MClinPharm ;   Sally B Marotti   1, 8, 15 , MClinPharm ;   Joy Mariadas   1 , MBBS, MD ;   Bianca van Diermen   10 , MD ;   Divya Joyce Susai Manickam   9 , MBBS ;   Warit Ruanglertboon   16, 17 , PhD ;   David Postma   1 , MSc ;   Melissa D McCradden   18, 19, 20 , PhD ;   Sandeep Reddy   21 , PhD ;   Stephen Bacchi   1, 22 , MBBS, PhD ;   Arduino A Mangoni   1, 23 , MD, PhD ;   Ross A McKinnon   1 , PhD ;   Ganessan Kichenadasse   1, 24 , MD, PhD ;   Gary H Lyman   25, 26 , MD, MPH ;   Nicole M Kuderer   27 , MD ;   Michael J Sorich   1 , PhD ;   Andrew Rowland   1 , PhD ;   Ashley M Hopkins   1 , PhD

1 College of Medicine and Public Health, Flinders Health and Medical Research Institute, Flinders University, Adelaide, South Australia, Australia

2 Science to People, Inc, Lexington, MA, United States

3 Memorial Sloan Kettering Cancer Center, New York, NY, United States

4 Schulich School of Medicine and Dentistry, Western University, London, ON, Canada

5 Cancer Council South Australia, Adelaide, South Australia, Australia

6 Caring Futures Institute, College of Health and Enablement, Flinders University, Adelaide, South Australia, Australia

7 Department of Pharmacy Practice and Pharmacotherapeutics, College of Pharmacy, University of Sharjah, Sharjah, United Arab Emirates

8 School of Pharmacy and Biomedical Science, College of Health, Adelaide University, Adelaide, South Australia, Australia

9 Flinders Medical Centre, Southern Adelaide Local Health Network, Adelaide, South Australia, Australia

10 Chandlers Hill Surgery, Adelaide, South Australia, Australia

11 Lyell McEwin Hospital, Northern Adelaide Local Health Network, Adelaide, South Australia, Australia

12 Department of Oncology, Sir Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia

13 Department of Medical Oncology, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia

14 South Western Sydney Local Health District, Sydney, New South Wales, Australia

15 SA Pharmacy, SA Health, Adelaide, South Australia, Australia

16 Discipline of Pharmacology, Division of Health and Applied Sciences, Faculty of Science, Prince of Songkla University, Hat Yai, Songkhla, Thailand

17 Research Center in Mathematics and Statistics with Applications, Faculty of Science, Prince of Songkla University, Hat Yai, Songkhla, Thailand

18 Australian Institute for Machine Learning, Adelaide University, Adelaide, South Australia, Australia

19 SickKids Research Institute, Toronto, ON, Canada

20 Women's and Children's Health Network, Adelaide, South Australia, Australia

21 School of Public Health and Social Work, Queensland University of Technology, Brisbane, Queensland, Australia

22 School of Medicine, Adelaide University, Adelaide, South Australia, Australia

23 Department of Clinical Pharmacology, Flinders Medical Centre, Southern Adelaide Local Health Network, Adelaide, South Australia, Australia

24 Department of Medical Oncology, Flinders Centre for Innovation in Cancer, Flinders University, Adelaide, South Australia, Australia

25 Division of Public Health Sciences, Fred Hutch Cancer Center, Seattle, WA, United States

26 Division of Medical Oncology, School of Medicine, Duke University, Durham, NC, United States

27 Advanced Cancer Research Group, Kirkland, WA, United States

Corresponding Author:

  • Ashley M Hopkins, PhD
  • College of Medicine and Public Health
  • Flinders Health and Medical Research Institute, Flinders University
  • Flinders University Health and Medical Research Building, Sports Rd, Bedford Park
  • Adelaide, South Australia 5042
  • Australia
  • Phone: +61 8 8201 5647
  • Email: ashley.hopkins@flinders.edu.au