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Enhancing Psychiatry Training Using an Agentic AI Simulated Consultation Tool: Prospective Cohort Study.

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Title: Enhancing Psychiatry Training Using an Agentic AI Simulated Consultation Tool: Prospective Cohort Study.
Authors: Rueda A; Department of Psychiatry, AI for Mental Health, St. Michael's Hospital, 30 Bond Street, 17-009 Cardinal Carter South, Toronto, ON, Canada, 14163604000, ext 76404., Al-Shamali HF; Department of Psychiatry, AI for Mental Health, St. Michael's Hospital, 30 Bond Street, 17-009 Cardinal Carter South, Toronto, ON, Canada, 14163604000, ext 76404., Cote Z; Department of Psychiatry, AI for Mental Health, St. Michael's Hospital, 30 Bond Street, 17-009 Cardinal Carter South, Toronto, ON, Canada, 14163604000, ext 76404., Roy N; Department of Psychiatry, AI for Mental Health, St. Michael's Hospital, 30 Bond Street, 17-009 Cardinal Carter South, Toronto, ON, Canada, 14163604000, ext 76404., Janssen-Aguilar R; Department of Psychiatry, AI for Mental Health, St. Michael's Hospital, 30 Bond Street, 17-009 Cardinal Carter South, Toronto, ON, Canada, 14163604000, ext 76404., Joseph J; Department of Psychiatry, AI for Mental Health, St. Michael's Hospital, 30 Bond Street, 17-009 Cardinal Carter South, Toronto, ON, Canada, 14163604000, ext 76404., Teferra BG; Department of Psychiatry, AI for Mental Health, St. Michael's Hospital, 30 Bond Street, 17-009 Cardinal Carter South, Toronto, ON, Canada, 14163604000, ext 76404., Kamaleddin MA; Department of Psychiatry, AI for Mental Health, St. Michael's Hospital, 30 Bond Street, 17-009 Cardinal Carter South, Toronto, ON, Canada, 14163604000, ext 76404., Burback L; Department of Psychiatry, University of Alberta, Edmonton, AB, Canada., Winkler O; Department of Psychiatry, University of Alberta, Edmonton, AB, Canada., Kapralos B; maxSIMhealth Group, Ontario Tech University, Oshawa, ON, Canada., Torres A; maxSIMhealth Group, Ontario Tech University, Oshawa, ON, Canada., Sharma D; Department of Mathematics and Statistics, York University, Toronto, ON, Canada., Krishnan S; Department of Electrical, Computer, and Biomedical Engineering, Toronto Metropolitan University, Toronto, ON, Canada., Dumas G; CHU Sainte-Justine Azrieli Research Center, Université de Montréal, Montréal, QC, Canada.; Mila - Quebec Artificial Intelligence Institute, Montréal, QC, Canada., Greenshaw A; Department of Psychiatry, University of Alberta, Edmonton, AB, Canada., Hudon A; Department of Psychiatry and Addictology, Faculty of Medicine, Université de Montréal, Montréal, QC, Canada.; Department of Psychiatry, Institut Universitaire en Santé Mentale de Québec, Montréal, QC, Canada.; Centre de Recherche, Institut Universitaire en Santé Mentale de Québec, Montréal, QC, Canada.; Department of Psychiatry, Institut National de Psychiatrie Légale Philippe-Pinel, Montréal, QC, Canada.; Groupe Interdisciplinaire de Recherche sur la Cognition et le Raisonnement Professionnel (GIRCoPRo), Department of Psychiatry, Université de Montréal, Montréal, QC, Canada., Sockalingam S; Complex Care and Recovery, Centre for Addiction and Mental Health, Toronto, ON, Canada.; Department of Psychiatry, University of Toronto, 250 College Street, Toronto, ON, Canada., Zhang Y; Department of Psychiatry, University of Alberta, Edmonton, AB, Canada., Dubrowski A; Faculty of Health Science, Ontario Tech University, Oshawa, ON, Canada., Bhat V; Department of Psychiatry, AI for Mental Health, St. Michael's Hospital, 30 Bond Street, 17-009 Cardinal Carter South, Toronto, ON, Canada, 14163604000, ext 76404.; Department of Psychiatry, University of Toronto, 250 College Street, Toronto, ON, Canada.
Source: JMIR medical education [JMIR Med Educ] 2026 Jul 21; Vol. 12, pp. e88580. Date of Electronic Publication: 2026 Jul 21.
Publication Type: Journal Article
Journal Info: Publisher: JMIR Publications Country of Publication: Canada NLM ID: 101684518 Publication Model: Electronic Cited Medium: Internet ISSN: 2369-3762 (Electronic) Linking ISSN: 23693762 NLM ISO Abbreviation: JMIR Med Educ Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Rueda+A%22">Rueda A</searchLink>; Department of Psychiatry, AI for Mental Health, St. Michael's Hospital, 30 Bond Street, 17-009 Cardinal Carter South, Toronto, ON, Canada, 14163604000, ext 76404.<br /><searchLink fieldCode="AU" term="%22Al-Shamali+HF%22">Al-Shamali HF</searchLink>; Department of Psychiatry, AI for Mental Health, St. Michael's Hospital, 30 Bond Street, 17-009 Cardinal Carter South, Toronto, ON, Canada, 14163604000, ext 76404.<br /><searchLink fieldCode="AU" term="%22Cote+Z%22">Cote Z</searchLink>; Department of Psychiatry, AI for Mental Health, St. Michael's Hospital, 30 Bond Street, 17-009 Cardinal Carter South, Toronto, ON, Canada, 14163604000, ext 76404.<br /><searchLink fieldCode="AU" term="%22Roy+N%22">Roy N</searchLink>; Department of Psychiatry, AI for Mental Health, St. Michael's Hospital, 30 Bond Street, 17-009 Cardinal Carter South, Toronto, ON, Canada, 14163604000, ext 76404.<br /><searchLink fieldCode="AU" term="%22Janssen-Aguilar+R%22">Janssen-Aguilar R</searchLink>; Department of Psychiatry, AI for Mental Health, St. Michael's Hospital, 30 Bond Street, 17-009 Cardinal Carter South, Toronto, ON, Canada, 14163604000, ext 76404.<br /><searchLink fieldCode="AU" term="%22Joseph+J%22">Joseph J</searchLink>; Department of Psychiatry, AI for Mental Health, St. Michael's Hospital, 30 Bond Street, 17-009 Cardinal Carter South, Toronto, ON, Canada, 14163604000, ext 76404.<br /><searchLink fieldCode="AU" term="%22Teferra+BG%22">Teferra BG</searchLink>; Department of Psychiatry, AI for Mental Health, St. Michael's Hospital, 30 Bond Street, 17-009 Cardinal Carter South, Toronto, ON, Canada, 14163604000, ext 76404.<br /><searchLink fieldCode="AU" term="%22Kamaleddin+MA%22">Kamaleddin MA</searchLink>; Department of Psychiatry, AI for Mental Health, St. Michael's Hospital, 30 Bond Street, 17-009 Cardinal Carter South, Toronto, ON, Canada, 14163604000, ext 76404.<br /><searchLink fieldCode="AU" term="%22Burback+L%22">Burback L</searchLink>; Department of Psychiatry, University of Alberta, Edmonton, AB, Canada.<br /><searchLink fieldCode="AU" term="%22Winkler+O%22">Winkler O</searchLink>; Department of Psychiatry, University of Alberta, Edmonton, AB, Canada.<br /><searchLink fieldCode="AU" term="%22Kapralos+B%22">Kapralos B</searchLink>; maxSIMhealth Group, Ontario Tech University, Oshawa, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Torres+A%22">Torres A</searchLink>; maxSIMhealth Group, Ontario Tech University, Oshawa, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Sharma+D%22">Sharma D</searchLink>; Department of Mathematics and Statistics, York University, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Krishnan+S%22">Krishnan S</searchLink>; Department of Electrical, Computer, and Biomedical Engineering, Toronto Metropolitan University, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Dumas+G%22">Dumas G</searchLink>; CHU Sainte-Justine Azrieli Research Center, Université de Montréal, Montréal, QC, Canada.; Mila - Quebec Artificial Intelligence Institute, Montréal, QC, Canada.<br /><searchLink fieldCode="AU" term="%22Greenshaw+A%22">Greenshaw A</searchLink>; Department of Psychiatry, University of Alberta, Edmonton, AB, Canada.<br /><searchLink fieldCode="AU" term="%22Hudon+A%22">Hudon A</searchLink>; Department of Psychiatry and Addictology, Faculty of Medicine, Université de Montréal, Montréal, QC, Canada.; Department of Psychiatry, Institut Universitaire en Santé Mentale de Québec, Montréal, QC, Canada.; Centre de Recherche, Institut Universitaire en Santé Mentale de Québec, Montréal, QC, Canada.; Department of Psychiatry, Institut National de Psychiatrie Légale Philippe-Pinel, Montréal, QC, Canada.; Groupe Interdisciplinaire de Recherche sur la Cognition et le Raisonnement Professionnel (GIRCoPRo), Department of Psychiatry, Université de Montréal, Montréal, QC, Canada.<br /><searchLink fieldCode="AU" term="%22Sockalingam+S%22">Sockalingam S</searchLink>; Complex Care and Recovery, Centre for Addiction and Mental Health, Toronto, ON, Canada.; Department of Psychiatry, University of Toronto, 250 College Street, Toronto, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Zhang+Y%22">Zhang Y</searchLink>; Department of Psychiatry, University of Alberta, Edmonton, AB, Canada.<br /><searchLink fieldCode="AU" term="%22Dubrowski+A%22">Dubrowski A</searchLink>; Faculty of Health Science, Ontario Tech University, Oshawa, ON, Canada.<br /><searchLink fieldCode="AU" term="%22Bhat+V%22">Bhat V</searchLink>; Department of Psychiatry, AI for Mental Health, St. Michael's Hospital, 30 Bond Street, 17-009 Cardinal Carter South, Toronto, ON, Canada, 14163604000, ext 76404.; Department of Psychiatry, University of Toronto, 250 College Street, Toronto, ON, Canada.
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  Data: <searchLink fieldCode="JN" term="%22101684518%22">JMIR medical education</searchLink> [JMIR Med Educ] 2026 Jul 21; Vol. 12, pp. e88580. <i>Date of Electronic Publication: </i>2026 Jul 21.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22JMIR+Publications%22">JMIR Publications </searchLink><i>Country of Publication: </i>Canada <i>NLM ID: </i>101684518 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2369-3762 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2223693762%22">23693762 </searchLink><i>NLM ISO Abbreviation: </i>JMIR Med Educ <i>Subsets: </i>MEDLINE
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