Treatment selection using prototyping in latent-space with application to depression treatment
Kleinerman, Akiva, Rosenfeld, Ariel, Benrimoh, David, Fratila, Robert, Armstrong, Caitrin, Mehltretter, Joseph, Shneider, Eliyahu, Yaniv-Rosenfeld, Amit, Karp, Jordan, Reynolds, Charles F, Turecki, Gustavo, Kapelner, Adam
Published in PloS one (12.11.2021)
Published in PloS one (12.11.2021)
Get full text
Journal Article
Deep learning segmentation of orbital fat to calibrate conventional MRI for longitudinal studies
Brown, Robert A., Fetco, Dumitru, Fratila, Robert, Fadda, Giulia, Jiang, Shangge, Alkhawajah, Nuha M., Yeh, E. Ann, Banwell, Brenda, Bar-Or, Amit, Arnold, Douglas L.
Published in NeuroImage (Orlando, Fla.) (01.03.2020)
Published in NeuroImage (Orlando, Fla.) (01.03.2020)
Get full text
Journal Article
Development of a differential treatment selection model for depression on consolidated and transformed clinical trial datasets
Perlman, Kelly, Mehltretter, Joseph, Benrimoh, David, Armstrong, Caitrin, Fratila, Robert, Popescu, Christina, Tunteng, Jingla-Fri, Williams, Jerome, Rollins, Colleen, Golden, Grace, Turecki, Gustavo
Published in Translational psychiatry (21.06.2024)
Published in Translational psychiatry (21.06.2024)
Get full text
Journal Article
Analysis of Features Selected by a Deep Learning Model for Differential Treatment Selection in Depression
Mehltretter, Joseph, Rollins, Colleen, Benrimoh, David, Fratila, Robert, Perlman, Kelly, Israel, Sonia, Miresco, Marc, Wakid, Marina, Turecki, Gustavo
Published in Frontiers in artificial intelligence (21.01.2020)
Published in Frontiers in artificial intelligence (21.01.2020)
Get full text
Journal Article
Editorial: ML and AI Safety, Effectiveness and Explainability in Healthcare
Benrimoh, David, Israel, Sonia, Fratila, Robert, Armstrong, Caitrin, Perlman, Kelly, Rosenfeld, Ariel, Kapelner, Adam
Published in Frontiers in big data (12.07.2021)
Published in Frontiers in big data (12.07.2021)
Get full text
Journal Article
Differential Treatment Benefit Prediction for Treatment Selection in Depression: A Deep Learning Analysis of STARD and CO-MED Data
Mehltretter, Joseph, Fratila, Robert, Benrimoh, David, Kapelner, Adam, Perlman, Kelly, Snook, Emily, Israel, Sonia, Armstrong, Caitrin, Miresco, Marc, Turecki, Gustavo
Published in Computational psychiatry (2020)
Published in Computational psychiatry (2020)
Get full text
Journal Article
Using a simulation centre to evaluate preliminary acceptability and impact of an artificial intelligence-powered clinical decision support system for depression treatment on the physician–patient interaction
Benrimoh, David, Tanguay-Sela, Myriam, Perlman, Kelly, Israel, Sonia, Mehltretter, Joseph, Armstrong, Caitrin, Fratila, Robert, Parikh, Sagar V., Karp, Jordan F., Heller, Katherine, Vahia, Ipsit V., Blumberger, Daniel M., Karama, Sherif, Vigod, Simone N., Myhr, Gail, Martins, Ruben, Rollins, Colleen, Popescu, Christina, Lundrigan, Eryn, Snook, Emily, Wakid, Marina, Williams, Jérôme, Soufi, Ghassen, Perez, Tamara, Tunteng, Jingla-Fri, Rosenfeld, Katherine, Miresco, Marc, Turecki, Gustavo, Gomez Cardona, Liliana, Linnaranta, Outi, Margolese, Howard C.
Published in BJPsych open (06.01.2021)
Published in BJPsych open (06.01.2021)
Get full text
Journal Article
Evaluating the Clinical Feasibility of an Artificial Intelligence-Powered, Web-Based Clinical Decision Support System for the Treatment of Depression in Adults: Longitudinal Feasibility Study
Popescu, Christina, Golden, Grace, Benrimoh, David, Tanguay-Sela, Myriam, Slowey, Dominique, Lundrigan, Eryn, Williams, Jérôme, Desormeau, Bennet, Kardani, Divyesh, Perez, Tamara, Rollins, Colleen, Israel, Sonia, Perlman, Kelly, Armstrong, Caitrin, Baxter, Jacob, Whitmore, Kate, Fradette, Marie-Jeanne, Felcarek-Hope, Kaelan, Soufi, Ghassen, Fratila, Robert, Mehltretter, Joseph, Looper, Karl, Steiner, Warren, Rej, Soham, Karp, Jordan F, Heller, Katherine, Parikh, Sagar V, McGuire-Snieckus, Rebecca, Ferrari, Manuela, Margolese, Howard, Turecki, Gustavo
Published in JMIR formative research (25.10.2021)
Published in JMIR formative research (25.10.2021)
Get full text
Journal Article
Correction: Evaluating the Clinical Feasibility of an Artificial Intelligence-Powered, Web-Based Clinical Decision Support System for the Treatment of Depression in Adults: Longitudinal Feasibility Study
Popescu, Christina, Golden, Grace, Benrimoh, David, Tanguay-Sela, Myriam, Slowey, Dominique, Lundrigan, Eryn, Williams, Jérôme, Desormeau, Bennet, Kardani, Divyesh, Perez, Tamara, Rollins, Colleen, Israel, Sonia, Perlman, Kelly, Armstrong, Caitrin, Baxter, Jacob, Whitmore, Kate, Fradette, Marie-Jeanne, Felcarek-Hope, Kaelan, Soufi, Ghassen, Fratila, Robert, Mehltretter, Joseph, Looper, Karl, Steiner, Warren, Rej, Soham, Karp, Jordan F, Heller, Katherine, Parikh, Sagar V, McGuire-Snieckus, Rebecca, Ferrari, Manuela, Margolese, Howard, Turecki, Gustavo
Published in JMIR formative research (24.01.2024)
Published in JMIR formative research (24.01.2024)
Get full text
Journal Article
A mixed-methods feasibility study of a novel AI-enabled, web-based, clinical decision support system for the treatment of major depression in adults
Qassim, Sabrina, Golden, Grace, Slowey, Dominique, Sarfas, Mary, Whitmore, Kate, Perez, Tamara, Strong, Elizabeth, Lundrigan, Eryn, Fradette, Marie-Jeanne, Baxter, Jacob, Desormeau, Bennet, Tanguay-Sela, Myriam, Popescu, Christina, Israel, Sonia, Perlman, Kelly, Armstrong, Caitrin, Fratila, Robert, Mehltretter, Joseph, Looper, Karl, Steiner, Warren, Rej, Soham, Karp, Jordan F., Heller, Katherine, Parikh, Sagar V., McGuire-Snieckus, Rebecca, Ferrari, Manuela, Margolese, Howard, Benrimoh, David
Published in Journal of affective disorders reports (01.12.2023)
Published in Journal of affective disorders reports (01.12.2023)
Get full text
Journal Article
Identification of Suicidal Ideation in the Canadian Community Health Survey-Mental Health Component Using Deep Learning
Desai, Sneha, Tanguay-Sela, Myriam, Benrimoh, David, Fratila, Robert, Brown, Eleanor, Perlman, Kelly, John, Ann, DelPozo-Banos, Marcos, Low, Nancy, Israel, Sonia, Palladini, Lisa, Turecki, Gustavo
Published in Frontiers in artificial intelligence (24.06.2021)
Published in Frontiers in artificial intelligence (24.06.2021)
Get full text
Journal Article
Applying artificial intelligence to clinical decision support in mental health: What have we learned?
Golden, Grace, Popescu, Christina, Israel, Sonia, Perlman, Kelly, Armstrong, Caitrin, Fratila, Robert, Tanguay-Sela, Myriam, Benrimoh, David
Published in Health policy and technology (01.06.2024)
Published in Health policy and technology (01.06.2024)
Get full text
Journal Article
Evaluating the perceived utility of an artificial intelligence-powered clinical decision support system for depression treatment using a simulation center
Tanguay-Sela, Myriam, Benrimoh, David, Popescu, Christina, Perez, Tamara, Rollins, Colleen, Snook, Emily, Lundrigan, Eryn, Armstrong, Caitrin, Perlman, Kelly, Fratila, Robert, Mehltretter, Joseph, Israel, Sonia, Champagne, Monique, Williams, Jérôme, Simard, Jade, Parikh, Sagar V., Karp, Jordan F., Heller, Katherine, Linnaranta, Outi, Cardona, Liliana Gomez, Turecki, Gustavo, Margolese, Howard C.
Published in Psychiatry research (01.02.2022)
Published in Psychiatry research (01.02.2022)
Get full text
Journal Article
Towards Outcome-Driven Patient Subgroups: A Machine Learning Analysis Across Six Depression Treatment Studies
Benrimoh, David, Kleinerman, Akiva, Furukawa, Toshi A, Iii, Charles F Reynolds, Lenze, Eric J, Karp, Jordan, Mulsant, Benoit, Armstrong, Caitrin, Mehltretter, Joseph, Fratila, Robert, Perlman, Kelly, Israel, Sonia, Popescu, Christina, Golden, Grace, Qassim, Sabrina, Anacleto, Alexandra, Tanguay-Sela, Myriam, Kapelner, Adam, Rosenfeld, Ariel, Turecki, Gustavo
Published in The American journal of geriatric psychiatry (01.03.2024)
Published in The American journal of geriatric psychiatry (01.03.2024)
Get more information
Journal Article
Deep Learning: A New Horizon for Personalized Treatment of Depression?
David Benrimoh, Robert Fratila, Sonia Israel, Kelly Perlman
Published in McGill journal of medicine (01.07.2020)
Get full text
Published in McGill journal of medicine (01.07.2020)
Journal Article
Evaluating the Usability and Impact of an Artificial Intelligence-Powered Clinical Decision Support System for Depression Treatment
Tanguay-Sela, Myriam, Benrimoh, David, Perlman, Kelly, Israel, Sonia, Mehltretter, Joseph, Armstrong, Caitrin, Fratila, Robert, Parikh, Sagar, Karp, Jordan, Heller, Katherine, Vahia, Ipsit, Blumberger, Daniel, Karama, Sherif, Vigod, Simone, Myhr, Gail, Martins, Ruben, Rollins, Colleen, Popescu, Christina, Lundrigan, Eryn, Snook, Emily, Wakid, Marina, Williams, Jérôme, Soufi, Ghassen, Perez, Tamara, Tunteng, Jingla-Fri, Rosenfeld, Katherine, Miresco, Marc, Turecki, Gustavo, Gomez-Cardona, Liliana, Mantere, Outi, Margolese, Howard
Published in Biological psychiatry (1969) (01.05.2020)
Published in Biological psychiatry (1969) (01.05.2020)
Get full text
Journal Article
Deep Learning: A New Horizon for Personalized Treatment of Depression?
Benrimoh, David, Fratila, Robert, Israel, Sonia, Perlman, Kelly
Published in McGill journal of medicine (06.07.2018)
Published in McGill journal of medicine (06.07.2018)
Get full text
Journal Article
Treatment selection using prototyping in latent-space with application to depression treatment
Akiva Kleinerman, Ariel Rosenfeld, David Benrimoh, Robert Fratila, Caitrin Armstrong, Joseph Mehltretter, Eliyahu Shneider, Amit Yaniv-Rosenfeld, Jordan Karp, Charles F Reynolds, Gustavo Turecki, Adam Kapelner
Published in PloS one (01.01.2021)
Published in PloS one (01.01.2021)
Get full text
Journal Article
Differential Treatment Benet Prediction for Treatment Selection in Depression: A Deep Learning Analysis of STARD and CO-MED Data
Mehltretter, Joseph, Fratila, Robert, Benrimoh, David A., Kapelner, Adam, Perlman, Kelly, Snook, Emily, Israel, Sonia, Armstrong, Caitrin, Miresco, Marc, Turecki, Gustavo
Published in Computational psychiatry (01.01.2020)
Published in Computational psychiatry (01.01.2020)
Get full text
Journal Article