Faculty profile
Divya Sharma
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Latest papers
Assessing the impact of safety guardrails on large language models using irritability metrics.
NPJ digital medicine · 2026
Alignment of Large Language Model Responses With Human Therapists in Motivational Interviewing.
JAMA network open · 2026
A multiagent large language model-based system to simulate the liver transplant selection committee: a retrospective cohort study.
The Lancet. Digital health · 2026
Latest funding
- $726,752
Application of Multi-Omics and Deep Learning for Endotyping and Theratyping in Osteoarthritis
CIHR · 2026 · Nominated PI
- $100,000
MIRA for Adaptive CLinical Evaluation in Depression (MIRACLE-D): Design and Evaluation of an AI-Powered Personalized Virtual Assistant for Depression Care
CIHR · 2026 · Principal investigator
- $140,000
Personalized Modeling and Optimization of Transcranial Temporal Interference Stimulation for Major Depressive Disorder
CIHR · 2025 · Supervisor
32 publications.
Assessing the impact of safety guardrails on large language models using irritability metrics.
Teferra BG, Johny N, Huang S, Rueda A, Kamaleddin MA, Dunlop K, Zhang Y, Jha M, Sharma D, Bhat V
Alignment of Large Language Model Responses With Human Therapists in Motivational Interviewing.
Teferra BG, Huang S, Johny N, Perivolaris A, Al-Shamali H, Parkington K, Rueda A, Zeifman RJ, Sharma D, Krishnan S, Monson C, Bhat V
A multiagent large language model-based system to simulate the liver transplant selection committee: a retrospective cohort study.
Hasjim BJ, Azarfar G, Lee FG, Diwan TS, Raju S, Gross JA, Sidhu A, Ichii H, Krishnan RG, Mamdani M, Sharma D, Bhat M
Artificial intelligence, machine learning and omic data integration in osteoarthritis.
Sharma D
Multiagent Large Language Model Framework for Psychotherapy Fidelity Assessment in Motivational Interviewing and Cognitive Behavioral Therapy Training: Cross-Sectional, Simulation-Based Evaluation Study.
Kamaleddin MA, Mirjalili M, Barzegar R, Trung Le N, Cote Z, Winkler O, Burback L, Zhang Y, Zaiane OR, Monson C, Sharma D, Krishnan S, Greenshaw AJ, Zeifman R, Selby P, Bhat V
Enhancing Psychiatry Training Using an Agentic AI Simulated Consultation Tool: Prospective Cohort Study.
Rueda A, Al-Shamali HF, Cote Z, Roy N, Janssen-Aguilar R, Joseph J, Teferra BG, Kamaleddin MA, Burback L, Winkler O, Kapralos B, Torres A, Sharma D, Krishnan S, Dumas G, Greenshaw A, Hudon A, Sockalingam S, Zhang Y, Dubrowski A, Bhat V
SYNERGY-VAE: An explainable generative deep learning framework for discovering depression subgroups from multimodal population health data.
Sharma D, Rueda A, Lin Q, Meshkat S, Perivolaris A, Bhat V
Generative artificial intelligence in osteoarthritis: A systematic scoping review of current applications and future directions.
Fairley JL, Kapoor M, Sharma D
A practical framework for operationalising responsible and equitable artificial intelligence in health care: tackling bias, inequity, and implementation challenges
Welch ML, Grant B, Deutschman C, McElcheran C, Badzynski A, Bell JAH, Hope A, Grant RC, Truong T, Lane K
Reimagining psychiatric care with agentic AI: promise, challenges, and a roadmap forward
Sharma D, Meshkat S, Perivolaris A, Kamaleddin MA, Teferra BG, Rueda A, Samavi R, Jetly R, Mago V, Wu Y
Application of Multi-Omics and Deep Learning for Endotyping and Theratyping in Osteoarthritis
Principal investigators: Sharma, Divya; Gandhi, Rajiv; Kapoor, Mohit; Perruccio, Anthony; Rampersaud, Y. Raja; Rice, Sarah J
Keywords: Artificial Intelligence; Deep Learning; Endotypes; Genomics; Knee Osteoarthritis; Machine Learning; Methylomics; Multi-Omics Integration; Proteomics; Theratypes
MIRA for Adaptive CLinical Evaluation in Depression (MIRACLE-D): Design and Evaluation of an AI-Powered Personalized Virtual Assistant for Depression Care
Principal investigators: Bhat, Venkat; Gallson, Dave; Greenshaw, Andrew J; Jetly, Rakesh; Lou, Wen-Yi W; Mulsant, Benoit H; Porter, Ken D; Rockwell, Geoffrey M; Selby, Peter L; Sharma, Divya; Zaiane, Osmar R
Keywords: Agentic Ai; Artificial Intelligence; Conversational Agent; Major Depressive Disorder
Personalized Modeling and Optimization of Transcranial Temporal Interference Stimulation for Major Depressive Disorder
Principal investigators: Kamaleddin Ezabadi, Seyed Mohammad Amin
Keywords: Computational Modeling; Machine Learning; Major Depressive Disorder; Neuromodulation; Non-Invasive Brain Stimulation; Personalized Medicine; Precision Psychiatry; Sex And Gender Analysis; Transcranial Temporal Interference Stimulation (Ttis); Treatment-Resistant Depression
Trauma-focused Responsive AI Using MIRA (TRAUMIRA): Development and Evaluation of a Trauma-Focused AI Conversational Agent for Posttraumatic Stress Disorder Care
Principal investigators: Bhat, Venkat; Gallson, Dave; Greenshaw, Andrew J; Jetly, Rakesh; Monson, Candice; Porter, Ken D; Rockwell, Geoffrey M; Sharma, Divya; Zaiane, Osmar R
Keywords: Artificial Intelligence; Conversational Agent; Posttraumatic Stress Disorder
Co-Designing MIRA: A Community-Based Digital Partner to Support Personalized Depression Care and Advance Health Equity
Principal investigators: Bhat, Venkat; Porter, Ken D; Greenshaw, Andrew J; Zaiane, Osmar R
Keywords: Artificial Intelligence; Major Depressive Disorder
DynaGraft: Development of a Prognostic Multimodal AI tool for Graft Fibrosis in Liver Transplantation
Principal investigators: Bhat, Mamatha; Brudno, Michael; Sharma, Divya
Keywords: Imaging Mass Cytometry; Liver Transplant; Machine Learning; Risk Prediction
Team Liver AI - Building the Framework to Tackle the Inequities of Access to and Outcomes for People Needing Liver Transplant in Canada
Principal investigators: Bhat, Mamatha; Flemming, Jennifer A; Gongal, Patricia; Gopalkrishnan, Rahul; Sharma, Divya
Keywords: Artificial Intelligence; Cirrhosis; Equity; Ethics; Liver Transplantation; Organ Allocation
Addressing Inequity and Optimizing Prioritization in Liver Transplantation: Application of Artificial Intelligence to Improve Clinical Practice and Survival
Principal investigators: Bhat, Mamatha; Gopalkrishnan, Rahul
Keywords: Artificial Intelligence; Liver Transplantation
From CIHR, NSERC and SSHRC funding decisions: CIHR since 2008, NSERC since 1991 and SSHRC since 1998, including their latest published competition results.
Frequent collaborators
- Biostatistics Division
- Occupational Therapy
- Radiation Oncology/Medical Physics
- Behavioural Neuroscience & Psychiatry
- Transplant Program
- Clinical Psychology
- Psychology
- Other
Co-authors at University of Toronto, colored by department. Thicker lines mean more shared papers; select anyone to open their profile and their own map.
Wei Xu
Biostatistics Division
13 shared papers, latest 2025
Venkat Bhat
Behavioural Neuroscience & Psychiatry
8 shared papers, latest 2026
Mamatha Bhat
Transplant Program
7 shared papers, latest 2026
Yanbo Zhang
Occupational Therapy
5 shared papers, latest 2026
Candice Monson
Psychiatry
3 shared papers, latest 2026
Osvaldo Espin Garcia
Biostatistics Division
3 shared papers, latest 2025
Wendy Lou
Biostatistics Division
3 shared papers, latest 2024
Osvaldo Espin Garcia
Department of Epidemiology and Biostatistics
3 shared papers, latest 2025
Candice Monson
Psychology
3 shared papers, latest 2026
Andrew Greenshaw
Occupational Therapy
3 shared papers, latest 2026
Candice Monson
Clinical Psychology
3 shared papers, latest 2026
Sareh Keshavarzi
Biostatistics Division
2 shared papers, latest 2025
Mohit Kapoor
Orthopedics
2 shared papers, latest 2026
Nazia Selzner
Medicine
2 shared papers, latest 2025
Elena Elimova
Faculty
2 shared papers, latest 2025
Cynthia Tsien
Faculty
2 shared papers, latest 2025
Jeremy Petch
Institute of Health Policy, Management, and Evaluation
1 shared papers, latest 2026
Patrick Veit-Haibach
Department of Medical Imaging
1 shared papers, latest 2024
Olli Saarela
Biostatistics Division
1 shared papers, latest 2025
Rajiv Gandhi
Orthopedics
1 shared papers, latest 2025
Andrew Nicholson
Faculty
1 shared papers, latest 2026
Derek Jonker
Department of Medicine
1 shared papers, latest 2025
Benjamin Haibe-Kains
Radiation Oncology/Medical Physics
1 shared papers, latest 2026
Niall Ferguson
Critical Care Medicine
1 shared papers, latest 2022
Laurent Brochard
Critical Care Medicine
1 shared papers, latest 2022
Adam Dubrowski
Faculty
1 shared papers, latest 2026
Susan Poutanen
Department of Laboratory Medicine and Pathobiology
1 shared papers, latest 2023
John Kim
Neuropsychology
1 shared papers, latest 2024
Bo Cao
Occupational Therapy
1 shared papers, latest 2026
Margaret Herridge
Critical Care Medicine
1 shared papers, latest 2022
Andrew Hope
Radiation Oncology
1 shared papers, latest 2026
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Profile data last refreshed on July 30, 2025 from the university directory, publication records and CIHR, NSERC and SSHRC funding.