Methods and New Tools in Mental Health Research

Effectiveness of Digital Lifestyle Interventions on Depression, Anxiety, Stress, and Well-Being: Systematic Review and Meta-Analysis

Jacinta Brinsley, Edward J O'Connor, Ben Singh, Grace McKeon, Rachel Curtis, Ty Ferguson, Georgia Gosse, Iris Willems, Pieter-Jan Marent, Kimberley Szeto, Joseph Firth, Carol Maher

J Med Internet Res 2025 (Mar 20); 27:e56975

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Exploring Biases of Large Language Models in the Field of Mental Health: Comparative Questionnaire Study of the Effect of Gender and Sexual Orientation in Anorexia Nervosa and Bulimia Nervosa Case Vignettes

Rebekka Schnepper, Noa Roemmel, Rainer Schaefert, Lena Lambrecht-Walzinger, Gunther Meinlschmidt

JMIR Ment Health 2025 (Mar 20); 12:e57986

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Emotion Forecasting: A Transformer-Based Approach

Leire Paz-Arbaizar, Jorge Lopez-Castroman, Antonio Artés-Rodríguez, Pablo M Olmos, David Ramírez

J Med Internet Res 2025 (Mar 18); 27:e63962

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Exploring the Views of Young People, Including Those With a History of Self-Harm, on the Use of Their Routinely Generated Data for Mental Health Research: Web-Based Cross-Sectional Survey Study

Dana Dekel, Amanda Marchant, Marcos Del Pozo Banos, Mohamed Mhereeg, Sze Chim Lee, Ann John

JMIR Ment Health 2025 (Mar 12); 12:e60649

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An Integrated Platform Combining Immersive Virtual Reality and Physiological Sensors for Systematic and Individualized Assessment of Stress Response (bWell): Design and Implementation Study

Budhachandra Khundrakpam, Melanie Segado, Jesse Pazdera, Vincent Gagnon Shaigetz, Joshua A Granek, Nusrat Choudhury

JMIR Form Res 2025 (Mar 04); 9:e64492

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Assessing Short-Video Dependence for e-Mental Health: Development and Validation Study of the Short-Video Dependence Scale

AnHang Jiang, Shuang Li, HuaBin Wang, HaoSen Ni, HongAn Chen, JunHong Dai, XueFeng Xu, Mei Li, Guang-Heng Dong

J Med Internet Res 2025 (Mar 04); 27:e66341

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Person-Specific Analyses of Smartphone Use and Mental Health: Intensive Longitudinal Study

Merve Cerit, Angela Y Lee, Jeffrey Hancock, Adam Miner, Mu-Jung Cho, Daniel Muise, Anna-Angelina Garròn Torres, Nick Haber, Nilam Ram, Thomas N Robinson, Byron Reeves

JMIR Form Res 2025 (Feb 26); 9:e59875

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Applying Critical Discourse Analysis to Cross-Cultural Mental Health Recovery Research

Yasuhiro Kotera, Riddhi Daryanani, Oliver Skipper, Jonathan Simpson, Simran Takhi, Merly McPhilbin, Benjamin-Rose Ingall, Mariam Namasaba, Jessica Jepps, Vanessa Kellermann, Divya Bhandari, Yasutaka Ojio, Amy Ronaldson, Estefania Guerrero, Tesnime Jebara, Claire Henderson, Mike Slade, Sara Vilar-Lluch

JMIR Form Res 2025 (Feb 21); 9:e64087

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Development and Validation of Prediction Models for Perceived and Unmet Mental Health Needs in the Canadian General Population: Model-Based Synthetic Estimation Study

Jianli Wang, Heather Orpana, André Carrington, George Kephart, Helen-Maria Vasiliadis, Benjamin Leikin

JMIR Public Health Surveill 2025 (Feb 19); 11:e66056

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Toward a New Conceptual Framework for Digital Mental Health Technologies: Scoping Review

Gareth Hopkin, Holly Coole, Francesca Edelmann, Lynda Ayiku, Richard Branson, Paul Campbell, Sophie Cooper, Mark Salmon

JMIR Ment Health 2025 (Feb 19); 12:e63484

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Leveraging Large Language Models and Agent-Based Systems for Scientific Data Analysis: Validation Study

Dale Peasley, Rayus Kuplicki, Sandip Sen, Martin Paulus

JMIR Ment Health 2025 (Feb 13); 12:e68135

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Assessing the Uses, Benefits, and Limitations of Digital Technologies Used by Health Professionals in Supporting Obesity and Mental Health Communication: Scoping Review

Amanda Kearns, Anne Moorhead, Maurice Mulvenna, Raymond Bond

J Med Internet Res 2025 (Feb 10); 27:e58434

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Unraveling Online Mental Health Through the Lens of Early Maladaptive Schemas: AI-Enabled Content Analysis of Online Mental Health Communities

Beng Heng Ang, Sujatha Das Gollapalli, Mingzhe Du, See-Kiong Ng

J Med Internet Res 2025 (Feb 07); 27:e59524

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Exploring the Differentiation of Self-Concepts in the Physical and Virtual Worlds Using Euclidean Distance Analysis and Its Relationship With Digitalization and Mental Health Among Young People: Cross-Sectional Study

Kai Tai Chan, Christy LM Hui, Charlton Cheung, Yi Nam Suen, Stephanie Ming Yin Wong, Corine SM Wong, Bosco PH Kam, Eric Yu Hai Chen

JMIR Ment Health 2025 (Jan 31); 12:e60747

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Exploring the Credibility of Large Language Models for Mental Health Support: Protocol for a Scoping Review

Dipak Gautam, Philipp Kellmeyer

JMIR Res Protoc 2025 (Jan 29); 14:e62865

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Understanding Individual Differences in Happiness Sources and Implications for Health Technology Design: Exploratory Analysis of an Open Dataset

Edel Ennis, Raymond Bond, Maurice Mulvenna, Colm Sweeney

JMIR Form Res 2025 (Jan 29); 9:e65658

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Testing the Feasibility, Acceptability, and Potential Efficacy of an Innovative Digital Mental Health Care Delivery Model Designed to Increase Access to Care: Open Trial of the Digital Clinic

Natalia Macrynikola, Kelly Chen, Erlend Lane, Nic Nguyen, Jennifer Pinto, Shirley Yen, John Torous

JMIR Ment Health 2025 (Jan 29); 12:e65222

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An Explainable Artificial Intelligence Text Classifier for Suicidality Prediction in Youth Crisis Text Line Users: Development and Validation Study

Julia Thomas, Antonia Lucht, Jacob Segler, Richard Wundrack, Marcel Miché, Roselind Lieb, Lars Kuchinke, Gunther Meinlschmidt

JMIR Public Health Surveill 2025 (Jan 29); 11:e63809

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Exploring Virtual Reality and Exercise Simulator Interventions in Patients With Attention Deficit Hyperactivity Disorder: Comprehensive Literature Review

Gurdeep Sarai, Prem Prakash Jayaraman, Oren Tirosh, Nilmini Wickramasinghe

JMIR Serious Games 2025 (Jan 29); 13:e57297

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Health and Experiences During the COVID-19 Pandemic Among Children and Young People: Analysis of Free-Text Responses From the Children and Young People With Long COVID Study

Natalia K Rojas, Sam Martin, Mario Cortina-Borja, Roz Shafran, Lana Fox-Smith, Terence Stephenson, Brian C F Ching, Anaïs d'Oelsnitz, Tom Norris, Yue Xu, Kelsey McOwat, Emma Dalrymple, Isobel Heyman, Tamsin Ford, Trudie Chalder, Ruth Simmons, CLoCk Consortium, Snehal M Pinto Pereira

J Med Internet Res 2025 (Jan 28); 27:e63634

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