Methods and New Tools in Mental Health Research

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Articles published in 2026 in this theme: 76 (scroll down to load remaining articles)

2026

Hand holding medication bottle with blurred person saying no in background

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Automating Motivational Interviewing Coding in Adolescent Substance Use Prevention: Human-AI Agreement Study

Francisco Cardozo, Eric C Brown, Juliana Mejía-Trujillo, Raymond Balise, Catalina Cañizares, Augusto Pérez-Gómez, Sara M St George, Vilma Gabbay

JMIR AI 2026 (Aug 25); 5:e95964

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Interpretable Topic Modeling of Spontaneous Speech in Depression Using Large Language Models: Multilingual Four-Cohort Study

Gustave Cortal, Sélim Benjamin Guessoum, Xuan-Nga Cao, Santiago de Leon-Martinez, Enrique Baca-García, Rachid Riad

JMIR Ment Health 2026 (Aug 17); 13:e99185

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Enik Recovery College building with a woman and bikes

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Understanding Recovery Colleges Through Partaker Narratives: Qualitative Diary-Interview Study

Marloes M C van Wezel, Christien Muusse, Jenny Boumans, Floris J A Scheerstra, Danny van der Spek, Judith Lize, Kelly Leunen, Dike van de Mheen, Hans Kroon

J Particip Med 2026 (Aug 14); 18:e89886

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Teacher and student smiling while using tablets in a classroom

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Technology-Themed Persecutory and Related Presentations of Delusions in the Digital Age: Narrative Review

Syed Ali Bokhari, Abdelaziz A Osman, Muhanad Elnoor, Mohamed A Alnor, Syed Fahad Javaid

JMIR Ment Health 2026 (Aug 14); 13:e102927

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Beyond Usage Time: Rethinking Therapeutic Dose and Effect in Digital Therapeutics

Björn Meyer, Linda T Betz, Mario Weiss, Wolfgang Lutz

JMIR Ment Health 2026 (Aug 14); 13:e98660

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Therapist listening to a man in a session, discussing mental health and well-being.

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Large Language Models for Mental Health Prediction: Scoping Review of Bias and Clinical Utility Documentation in 2019-2024

Clémentine Bleuze, Karën Fort, Vincent P Martin, Aurélie Névéol

JMIR AI 2026 (Aug 13); 5:e88082

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Patterns of Engagement With an AI Conversational Agent for Mental Health and Associations With Anxiety and Depression: Cross-Sectional Study

Kelsey McAlister, Courtney Jewell, Jennifer Huberty

JMIR Ment Health 2026 (Aug 10); 13:e98690

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Therapist taking notes on patient records during a session

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Measuring Depression Severity With Clinical Global Impression–Severity Scale Scores From Clinical Notes Using Large Language Models: Validation Study

Kevin Li, Ayah Zirikly, Sarah C Collica, Fernando S Goes, Congwen Zhao, Trang Nguyen, Jane P Gagliardi, Benjamin A Goldstein, Hwanhee Hong, Elizabeth A Stuart, Peter P Zandi

JMIR Form Res 2026 (Aug 10); 10:e86906

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Psychological therapy notes on desk with glasses, keyboard, and flowers

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Two-Stage Extraction of Clinical Course Information From Psychiatric Discharge Summaries Using Fine-Tuned Large Language Models: Cross-Validation Study

Chien-Hung Chen, Po-Chang Tseng, Hong-Jie Dai, Chu-Hsien Su, Shi-Heng Wang, Yi-Ling Chien, Wei-Lieh Huang, Chi-Shin Wu, Hsin-Hsi Chen

JMIR Form Res 2026 (Aug 06); 10:e94454

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Suicidal Ideation After Discharge From Psychiatric Hospital: Momentary Assessment Study

Wenche Ryberg, Lien My Diep, Mathilde Husky, Roar Fosse

JMIR Ment Health 2026 (Jul 31); 13:e88745

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Young Black woman smiling at laptop in classroom with other students

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Automated Fidelity Monitoring of Lay-Delivered Mental Health Interventions Using Large Language Models: Development and Pilot Validation of shamiriAI in Kenya

Shadrack Lilan, Brandon Mochama, Tom Osborn, Wendy Mmbone, Rachael Kilonzo, Faith Kamau, Rahim Daya, Christine Wasanga

JMIR AI 2026 (Jul 23); 5:e95063

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Emotional Regulation and Physiological Responses to a Cultural Heritage Virtual Reality Experience in Older Adults: Mixed Methods Study

Yafeng Lai, Pohsun Wang

JMIR Aging 2026 (Jul 14); 9:e91772

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Infographic showing AI's impact on personality traits, trauma, early life, and drugs.

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AI as the Interpreter for Identifying Root Causes and Emotional Themes in Mental Health Narratives on Reddit Using AutoML and PaLM 2: Mixed Methods Study

Saima R, Khandakar Ahmed, Manjula O’Connor

JMIR AI 2026 (Jul 13); 5:e71219

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Evaluating Wearable Devices for Remote Monitoring in Psychosis: Pilot Study Nested Within the CONNECT Cohort Study

Siân Bladon, John Ainsworth, Roberto Cahuantzi, Matteo Cella, Richard J Drake, Emily Eisner, Richard Emsley, Sophie Faulkner, Kathryn Greenwood, Andrew Gumley, Gillian Haddock, Kimberley Kendall, Alex Kenny, Jane Lees, Shôn Lewis, Glen P Martin, Matthias Schwannauer, Matthew Sperrin, James T R Walters, Annabel E L Walsh, Pauline Whelan, Til Wykes, Sandra Bucci

JMIR Form Res 2026 (Jul 07); 10:e86049

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AI in healthcare: Doctor and robot analyze futuristic network on tablet.

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Knowledge Graphs Based on Meta-Analysis Papers Improve the Quality of Case Formulation: Mixed Methods Design

Kenji Yokotani, Yasumitsu Jikihara, Kohei Koiwa

JMIR Form Res 2026 (Jun 30); 10:e76808

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Woman in white shirt holding smartphone, illuminated by red light

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Real-World Engagement With a Generative AI Conversational Agent for Mental Health Support: Retrospective Descriptive Study

Kelsey McAlister, Courtney Jewell, Jennifer Huberty

JMIR Form Res 2026 (Jun 26); 10:e95811

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Young girl in VR headset meditates with a tongue drum

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Efficacy of Virtual Reality–Based Mindfulness Interventions: Systematic Review and Meta-Analysis

Sarah Alicia Barker, Andreas J Miles-Novelo, Albert Rizzo, Regina M Tuma

JMIR XR Spatial Comput 2026 (Jun 24); 3:e90003

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Man thoughtfully looking at AI brain graphic on computer screen

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Between Help and Harm: An Evaluation Study of Mental Health Crisis Handling by Large Language Models

Adrian Arnaiz-Rodriguez, Miguel Baidal, Erik Derner, Jenn Layton Annable, Mark Ball, Mark Ince, Elvira Perez Vallejos, Nuria Oliver

JMIR Ment Health 2026 (Jun 11); 13:e88435

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Therapist comforts crying patient holding tissue during counseling session

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Mobile-Based Ecological Momentary Interventions for Grief in China and Switzerland: Protocol for a Collaborative and Iterative Qualitative App Development Study

Ayala Sara Licht-Handler, Chenchen Lin, Eva-Maria Stelzer, Clare Killikelly

JMIR Res Protoc 2026 (Jun 09); 15:e87021

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High school students in a classroom writing on paper with pens

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Efficacy of Extended Time on Exams for College Students and Applicants With Attention-Deficit/Hyperactivity Disorder: Protocol for a Randomized, Counterbalanced Crossover and Within-Subject Trial

Lui Malcon, Alice Gomes Silva, Arthur Bezerra Falcão, Érica Bonganhi de Bem, Felipe Grevet, Flávia Wagner, Igor Duarte, Leonardo Barbedo, Maitê Schneider, Luis Augusto Rohde, Maurício Hoffmann, Arthur Caye

JMIR Res Protoc 2026 (Jun 03); 15:e80271

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