Methods and New Tools in Mental Health Research

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Articles published in 2026 in this theme: 89 (scroll down to load remaining articles)

2026

Man on bench using laptop with mental health support app on screen

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Assessing the Need for Mental Health Support From Free-Text Responses: Development and Validation of Language-Based Assessments in Adults With Internalizing Symptoms

Clara Wiebel, Veerle C Eijsbroek, Vasudha Varadarajan, Katarina Kjell, H Andrew Schwartz, Oscar Kjell

JMIR Ment Health 2026 (Sep 25); 13:e105460

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Practical Guide to Large Language Models for Information Extraction in Behavioral Health Notes: Tutorial

Diya Saha, Juliet B Edgcomb

JMIR Ment Health 2026 (Sep 24); 13:e97498

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Doctor's office computer displaying patient scheduling software with patient list and appointments.

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Implicit Bias in Large Language Model Diagnosis of Eating Disorders: Experimental Vignette Study

Deija McCalla, Bochen Li, Saul Jaeger, Justin Jacques, Leo Gonzalez Jr, Charles Silber, Cass Dykeman

JMIR AI 2026 (Sep 23); 5:e93498

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Evolution of Discourse in the Reddit Hemorrhoid Community: Topic and Sentiment Analysis

Zhiguang Huang, Xinchang Liu, Zhenjie Yu, Yan He, Xinyao Yi, Hei Hang Edmund Yiu, Anyu Gao, Wai-kit Ming

J Med Internet Res 2026 (Sep 21); 28:e90427

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Using Automated Coding of Nonverbal Behavior During a Suicide Assessment to Inform Risk Detection: Mixed Cross-Sectional and Exploratory Prospective Study

Ilana Gratch, Simon M Li, Yutong Zhu, Alexander Grattery, Jeffrey Cohn, Da-eun (Ellen) Lee, Beatrice Beebe, Christine B Cha

JMIR Form Res 2026 (Sep 16); 10:e85589

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Woman studying at a desk with books and a lamp

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Ethical and Legal Considerations in the Collection and Analysis of Mental Health Lived Experience Narratives: Reflections on 4 Case Studies of Research Practice

Stefan Rennick-Egglestone, Laura E R Blackie, Laura Asher, Rahel Birhane, Wubalem Fekadu, Donna Franklin, Ian James Kidd, Mark Pearson, Elvira Perez Vallejos, Mike Slade

JMIR Form Res 2026 (Sep 16); 10:e89452

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Doctor filling out medical history questionnaire with patient in yellow shirt

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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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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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Couple using smartphones and tablets with digital communication graphics

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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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Woman reading table of contents on glowing smartphone screen in dark room.

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