Diagnostic Tools in Mental Health

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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Longitudinal Associations Between Adolescents’ mHealth App Use, Body Dissatisfaction, and Physical Self-Worth: Random Intercept Cross-Lagged Panel Study

Hayriye Gulec, Michal Muzik, David Smahel, Lenka Dedkova

JMIR Ment Health 2025 (Mar 11); 12:e60844

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Building Consensus on the Relevant Criteria to Screen for Depressive Symptoms Among Near-Centenarians and Centenarians: Modified e-Delphi Study

Carla Gomes da Rocha, Armin von Gunten, Pierre Vandel, Daniela S Jopp, Olga Ribeiro, Henk Verloo

JMIR Aging 2025 (Mar 05); 8:e64352

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Performance of a Digital Cognitive Assessment in Predicting Dementia Stages Delineated by the Dementia Severity Rating Scale: Retrospective Study

Duong Huynh, Kevin Sun, Mary Patterson, Reza Hosseini Ghomi, Bin Huang

JMIR Aging 2025 (Feb 26); 8:e65292

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The Feasibility of Large Language Models in Verbal Comprehension Assessment: Mixed Methods Feasibility Study

Dorit Hadar-Shoval, Maya Lvovsky, Kfir Asraf, Yoav Shimoni, Zohar Elyoseph

JMIR Form Res 2025 (Feb 24); 9:e68347

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Digital Migration of the Loewenstein Acevedo Scales for Semantic Interference and Learning (LASSI-L): Development and Validation Study in Older Participants

Philip Harvey, Rosie Curiel-Cid, Peter Kallestrup, Annalee Mueller, Andrea Rivera-Molina, Sara Czaja, Elizabeth Crocco, David Loewenstein

JMIR Ment Health 2025 (Feb 19); 12:e64716

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Neural Mechanism of Cognitive Reserve in Acupuncture Stimulation: Protocol for a Randomized, Placebo-Controlled Functional Near-Infrared Spectroscopy Trial

Hyeonsang Shin, Woohyun Seong, Yeonju Woo, Joo-Hee Kim, Kwang-Rak Park, Dong Hyuk Lee

JMIR Res Protoc 2025 (Feb 19); 14:e66838

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Promises and Pitfalls of Internet Search Data in Mental Health: Critical Review

Alexandre Andrade Loch, Roman Kotov

JMIR Ment Health 2025 (Feb 18); 12:e60754

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A New Computer-Based Cognitive Measure for Early Detection of Dementia Risk (Japan Cognitive Function Test): Validation Study

Hiroyuki Shimada, Takehiko Doi, Kota Tsutsumimoto, Keitaro Makino, Kenji Harada, Kouki Tomida, Masanori Morikawa, Hyuma Makizako

J Med Internet Res 2025 (Feb 14); 27:e59015

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Identifying Adolescent Depression and Anxiety Through Real-World Data and Social Determinants of Health: Machine Learning Model Development and Validation

Mamoun T Mardini, Georges E Khalil, Chen Bai, Aparna Menon DivaKaran, Jessica M Ray

JMIR Ment Health 2025 (Feb 12); 12:e66665

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Harnessing Internet Search Data as a Potential Tool for Medical Diagnosis: Literature Review

Gregory J Downing, Lucas M Tramontozzi, Jackson Garcia, Emma Villanueva

JMIR Ment Health 2025 (Feb 11); 12:e63149

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Comparison of 3 Aging Metrics in Dual Declines to Capture All-Cause Dementia and Mortality Risk: Cohort Study

Anying Bai, Shan He, Yu Jiang, Weihao Xu, Zhanyi Lin

JMIR Aging 2025 (Jan 30); 8:e66104

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Investigating Smartphone-Based Sensing Features for Depression Severity Prediction: Observation Study

Yannik Terhorst, Eva-Maria Messner, Kennedy Opoku Asare, Christian Montag, Christopher Kannen, Harald Baumeister

J Med Internet Res 2025 (Jan 30); 27:e55308

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Identifying Digital Markers of Attention-Deficit/Hyperactivity Disorder (ADHD) in a Remote Monitoring Setting: Prospective Observational Study

Heet Sankesara, Hayley Denyer, Shaoxiong Sun, Qigang Deng, Yatharth Ranjan, Pauline Conde, Zulqarnain Rashid, Philip Asherson, Andrea Bilbow, Madeleine J Groom, Chris Hollis, Richard J B Dobson, Amos Folarin, Jonna Kuntsi

JMIR Form Res 2025 (Jan 29); 9:e54531

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Estimating the Prevalence of Schizophrenia in the General Population of Japan Using an Artificial Neural Network–Based Schizophrenia Classifier: Web-Based Cross-Sectional Survey

Pichsinee Choomung, Yupeng He, Masaaki Matsunaga, Kenji Sakuma, Taro Kishi, Yuanying Li, Shinichi Tanihara, Nakao Iwata, Atsuhiko Ota

JMIR Form Res 2025 (Jan 29); 9:e66330

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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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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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Preclinical Cognitive Markers of Alzheimer Disease and Early Diagnosis Using Virtual Reality and Artificial Intelligence: Literature Review

María de la Paz Scribano Parada, Fátima González Palau, Sonia Valladares Rodríguez, Mariano Rincon, Maria José Rico Barroeta, Marta García Rodriguez, Yolanda Bueno Aguado, Ana Herrero Blanco, Estela Díaz-López, Margarita Bachiller Mayoral, Raquel Losada Durán

JMIR Med Inform 2025 (Jan 28); 13:e62914

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Classifying Unstructured Text in Electronic Health Records for Mental Health Prediction Models: Large Language Model Evaluation Study

Nicholas C Cardamone, Mark Olfson, Timothy Schmutte, Lyle Ungar, Tony Liu, Sara W Cullen, Nathaniel J Williams, Steven C Marcus

JMIR Med Inform 2025 (Jan 21); 13:e65454

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