Methods and New Tools in Mental Health Research

Designing a Visual Analytics Tool to Support Data Analysis Tasks of Digital Mental Health Interventions: Case Study

Gyuwon Jung, Heejeong Lim, Kyungsik Han, Hyungsook Kim, Uichin Lee

JMIR Hum Factors 2025 (Jul 02); 12:e64967

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Relationship Between Short Video Addiction Tendency and Depression Among Rural Older Adults: Cross-Sectional Study

Ping Dong, Xianqi Zhang, Wenqiang Yin, Yongli Shi, Mengyuan Xu, Haoqi Li, Xianglan Zhuge, Ziyuan Li, Kui Sun, Zhongming Chen

J Med Internet Res 2025 (Jun 30); 27:e75938

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Identifying New Risk Associations Between Chronic Physical Illness and Mental Health Disorders in China: Machine Learning Approach to a Retrospective Population Analysis

Lizhong Liang, Tianci Liu, William Ollier, Yonghong Peng, Yao Lu, Chao Che

JMIR AI 2025 (Jun 30); 4:e72599

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The Application and Ethical Implication of Generative AI in Mental Health: Systematic Review

Xi Wang, Yujia Zhou, Guangyu Zhou

JMIR Ment Health 2025 (Jun 27); 12:e70610

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Leveraging Swipe Gesture Interactions From Mobile Games as Indicators of Anxiety and Depression: Exploratory Study

Vibhav Chitale, Julie D Henry, Ben Matthews, Vanessa Cobham, Nilufar Baghaei

JMIR Ment Health 2025 (Jun 26); 12:e70577

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Feasibility of Collecting and Linking Digital Phenotyping, Clinical, and Genetics Data for Mental Health Research: Pilot Observational Study

Joanne R Beames, Omar Dabash, Michael J Spoelma, Artur Shvetcov, Wu Yi Zheng, Aimy Slade, Jin Han, Leonard Hoon, Joost Funke Kupper, Richard Parker, Brittany Mitchell, Nicholas G Martin, Jill M Newby, Alexis E Whitton, Helen Christensen

JMIR Form Res 2025 (Jun 23); 9:e71377

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Gamification as a Tool for Understanding Mental Disorders in Nursing Students: Qualitative Study

Pablo Del Pozo-Herce, Alberto Tovar-Reinoso, Eva García Carpintero-Blas, Ana Casaux Huertas, Regina Ruiz de Viñaspre-Hernández, Antonio Martínez-Sabater, Elena Chover-Sierra, Marta Rodríguez-García, Raul Juarez-Vela

JMIR Nursing 2025 (Jun 20); 8:e71921

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Ecological Momentary Assessment to Measure Social Connectedness in Older Adults: Integrative Review

Seongmi Choi, Hun Kang, Jiyoung Shin, Sang Hui Chu, JiYeon Choi

J Med Internet Res 2025 (Jun 17); 27:e66324

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Temporal Dynamics of Subtle Cognitive Change: Validation of a User-Friendly Multidomain Digital Assessment Using an Alcohol Challenge

John Frederick Dyer, Florentine Marie Barbey, Ayan Ghoshal, Ann Marie Hake, Bryan J Hansen, Md Nurul Islam, Judith Jaeger, Rouba Kozak, Hugh Marston, Mark Moss, Viet Nguyen, Rebecca Louise Quinn, Leslie A Shinobu, Elizabeth Tunbridge, Brian Murphy, Niamh Kennedy

J Med Internet Res 2025 (Jun 12); 27:e55469

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Improving Suicidal Ideation Detection in Social Media Posts: Topic Modeling and Synthetic Data Augmentation Approach

Hamideh Ghanadian, Isar Nejadgholi, Hussein Al Osman

JMIR Form Res 2025 (Jun 11); 9:e63272

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Scaling a Brief Digital Well-Being Intervention (the Big Joy Project) and Sociodemographic Moderators: Single-Group Pre-Post Study

Darwin A Guevarra, Yoobin Park, Xuhai Xu, Jin Liou, Jolene Smith, Peggy Callahan, Emiliana Simon-Thomas, Elissa S Epel

J Med Internet Res 2025 (Jun 04); 27:e72053

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Needs and Preferences of Swedish Young Adults for a Digital App Promoting Mental Health Literacy, Occupational Balance, and Peer Support: Qualitative Interview Study

Martin Karaba Bäckström, Sonya Girdler, Ben Milbourn, Annika Lexén

JMIR Form Res 2025 (May 23); 9:e71563

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The Impact of Mechanisms of Action on Adherence and Outcomes in Self-Guided Digital Mental Health Interventions: Protocol for a Randomized Controlled Trial With Mediation Analysis

Amit Baumel, Idan M Aderka

JMIR Res Protoc 2025 (May 21); 14:e71238

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Patterns of Internet Use in People Diagnosed With Severe Mental Illness: Qualitative Interview Study

Ruth Wadman, Lauren Walker, Olivia Taylor, Paul Heron, Elizabeth Newbronner, Panagiotis Spanakis, Suzanne Crosland, Emily Jane Peckham

J Med Internet Res 2025 (Mar 28); 27:e55072

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An Interpretable Model With Probabilistic Integrated Scoring for Mental Health Treatment Prediction: Design Study

Anthony Kelly, Esben Kjems Jensen, Eoin Martino Grua, Kim Mathiasen, Pepijn Van de Ven

JMIR Med Inform 2025 (Mar 26); 13:e64617

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Transdiagnostic Compulsivity Traits in Problematic Use of the Internet Among UK Residents: Cross-Sectional Network Analysis Study

Chang Liu, Samuel Chamberlain, Konstantinos Ioannidis, Jeggan Tiego, Jon Grant, Murat Yücel, Peter Hellyer, Christine Lochner, Adam Hampshire, Lucy Albertella

J Med Internet Res 2025 (Mar 26); 27:e66191

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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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