Needs-Assessment for an Artificial Intelligence-Based Chatbot for Pharmacists in HIV Care: Results from a Knowledge–Attitudes–Practices Survey

Author:

Laymouna Moustafa123ORCID,Ma Yuanchao2345ORCID,Lessard David234ORCID,Engler Kim23ORCID,Therrien Rachel6ORCID,Schuster Tibor1ORCID,Vicente Serge1237ORCID,Achiche Sofiane5ORCID,El Haj Maria Nait8,Lemire Benoît4ORCID,Kawaiah Abdalwahab234,Lebouché Bertrand1234ORCID

Affiliation:

1. Department of Family Medicine, Faculty of Medicine and Health Sciences, McGill University, Montreal, QC H3S 1Z1, Canada

2. Centre for Outcomes Research and Evaluation, Research Institute of the McGill University Health Centre, Montreal, QC H4A 3S5, Canada

3. Infectious Diseases and Immunity in Global Health Program, Research Institute of McGill University Health Centre, Montreal, QC H4A 3S5, Canada

4. Chronic Viral Illness Service, Division of Infectious Diseases, Department of Medicine, McGill University Health Centre, Montreal, QC H4A 3J1, Canada

5. Department of Biomedical Engineering, Polytechnique Montréal, Montreal, QC H3T 1J4, Canada

6. Department of Pharmacy and Chronic Viral Illness Service, Research Centre of the University of Montreal Hospital Centre, Montreal, QC H2X 0A9, Canada

7. Department of Mathematics and Statistics, University of Montreal, Montreal, QC H3T 1J4, Canada

8. Faculty of Pharmacy, University of Montreal, Montreal, QC H3C 3J7, Canada

Abstract

Background: Pharmacists need up-to-date knowledge and decision-making support in HIV care. We aim to develop MARVIN-Pharma, an adapted artificial intelligence-based chatbot initially for people with HIV, to assist pharmacists in considering evidence-based needs. Methods: From December 2022 to December 2023, an online needs-assessment survey evaluated Québec pharmacists’ knowledge, attitudes, involvement, and barriers relative to HIV care, alongside perceptions relevant to the usability of MARVIN-Pharma. Recruitment involved convenience and snowball sampling, targeting National HIV and Hepatitis Mentoring Program affiliates. Results: Forty-one pharmacists (28 community, 13 hospital-based) across 15 Québec municipalities participated. Participants perceived their HIV knowledge as moderate (M = 3.74/6). They held largely favorable attitudes towards providing HIV care (M = 4.02/6). They reported a “little” involvement in the delivery of HIV care services (M = 2.08/5), most often ART adherence counseling, refilling, and monitoring. The most common barriers reported to HIV care delivery were a lack of time, staff resources, clinical tools, and HIV information/training, with pharmacists at least somewhat agreeing that they experienced each (M ≥ 4.00/6). On average, MARVIN-Pharma’s acceptability and compatibility were in the ‘undecided’ range (M = 4.34, M = 4.13/7, respectively), while pharmacists agreed to their self-efficacy to use online health services (M = 5.6/7). Conclusion: MARVIN-Pharma might help address pharmacists’ knowledge gaps and barriers to HIV treatment and care, but pharmacist engagement in the chatbot’s development seems vital for its future uptake and usability.

Funder

Canadian Institutes of Health Research Strategy for Patient-Oriented Research Québec Support Unit—Methodological Developments

Partnerships to Improve HIV Outcomes and Treatments (PIHVOT) program from ViiV Healthcare

Publisher

MDPI AG

Reference114 articles.

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2. The Canadian Press (2024, August 14). HIV Epidemic on the Rise Again, with More Cases in Quebec than National Average. CTV News, 12 February 2024. Available online: https://montreal.ctvnews.ca/hiv-epidemic-on-the-rise-again-with-more-cases-in-quebec-than-national-average-1.6765242#:~:text=The%20Public%20Health%20Agency%20of,with%20a%20rate%20of%204.9.

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