Methods and New Tools in Mental Health Research

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Articles published in 2026 in this theme: 83 (scroll down to load remaining articles)

2026

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Temporal Analysis of Patient-Centered Sentiment in Clinical Notes for Patients With Mental Health Conditions: Retrospective Cohort Study

AbdulRahman Morsy, Carson J Peters, Leslie Miller, Aya Zirikly

J Med Internet Res 2026 (Sep 14); 28:e96771

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“Daily Growth” Parenting Program Delivered via Ecological Momentary Intervention: Pilot Randomized Controlled Trial of a Prototype

Stefanie Ewald, Tomer Savariego Berkowitz, Storm Hiskens-Ravest, Kelsie Bufton, Maria Bates, Eric O, Matthew Fuller-Tyszkiewicz, Gabriella Louise King, Elizabeth Mary Westrupp

JMIR Pediatr Parent 2026 (Sep 14); 9:e87917

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Depictions of Depression in Generative AI Video Models: Mixed Methods Study of OpenAI’s Sora 2

Matthew Flathers, Griffin Smith, Julian Herpertz, Zhitong Zhou, John Torous

J Med Internet Res 2026 (Sep 14); 28:e95682

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Large Language Models for Distress Rating in Korean Psycho-Oncology Interviews: Exploratory Clinician-Benchmarked Evaluation Study

Jaehyun Kim, Kyung-Lak Son, Chan-Woo Yeom, Won-Hyoung Kim, Sun Hyung Lee, Joon Sung Shin, Hyunsun Yang, Daehun Yoo, Bong-Jin Hahm

J Med Internet Res 2026 (Sep 09); 28:e91405

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Young boy using a smartphone on a dusty soccer field in Africa

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Measurement-Based Mental Health Care for Adolescents in Africa: Protocol for a Computerized Adaptive Test

Bianca Moffett, Mary Bitta, Darryn Williams, Jonathan Doenz, Holly Erskine, Constance Mabia, Tamera Nkuna, Stash Gomes, Alastair van Heerden, Marguerite Marlow, Joemer Maravilla, Mark Tomlinson, Michelle Craske, Mary-Anne Hartley, Robert Gibbons

JMIR Res Protoc 2026 (Sep 08); 15:e98369

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Naturalistic Online Language as a Marker of Depression in Midlife and Older Adults: Computational Text Analysis of Bluesky and Reddit Posts

Lauren Rutter, Andy Edinger, Marijn ten Thij, Lorenzo Lorenzo-Luaces, Danny Valdez, Johan Bollen

J Med Internet Res 2026 (Aug 26); 28:e95023

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Woman using AI clinical decision support on laptop and tablet

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Large Language Models as a New Tool for Therapists in Internet-Based Cognitive Behavioral Therapy: Blinded Clinician Rating Pilot Experiment

Thomas Tandrup Lamm, Arthur Bran Herbener, Oliver Rønn Christensen, Malene Flensborg Damholdt, Kaare Bro Wellnitz, Heidi Frølund Pedersen, Lisbeth Frostholm

JMIR Ment Health 2026 (Aug 26); 13:e96835

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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