Diagnostic Tools in Mental Health

Mental Health Issues and 24-Hour Movement Guidelines–Based Intervention Strategies for University Students With High-Risk Social Network Addiction: Cross-Sectional Study Using a Machine Learning Approach

Lin Luo, Junfeng Yuan, Chen Xu, Huilin Xu, Haojie Tan, Yinhao Shi, Haiping Zhang, Haijun Xi

J Med Internet Res 2025 (Jun 13); 27:e72260

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Algorithmic Classification of Psychiatric Disorder–Related Spontaneous Communication Using Large Language Model Embeddings: Algorithm Development and Validation

Ryan Allen Shewcraft, John Schwarz, Mariann Micsinai Balan

JMIR AI 2025 (May 30); 4:e67369

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Comparative Efficacy of MultiModal AI Methods in Screening for Major Depressive Disorder: Machine Learning Model Development Predictive Pilot Study

Donghao Chen, Pengfei Wang, Xiaolong Zhang, Runqi Qiao, Nanxi Li, Xiaodong Zhang, Honggang Zhang, Gang Wang

JMIR Form Res 2025 (May 30); 9:e56057

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Smartphone- and Tablet-Based Tools to Assess Cognition in Individuals With Preclinical Alzheimer Disease and Mild Cognitive Impairment: Scoping Review

Rosanne L van den Berg, Sophie M van der Landen, Matthijs J Keijzer, Aniek M van Gils, Maureen van Dam, Kirsten A Ziesemer, Roos J Jutten, John E Harrison, Casper de Boer, Wiesje M van der Flier, Sietske AM Sikkes

J Med Internet Res 2025 (May 27); 27:e65297

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Using Digital Phenotyping to Discriminate Unipolar Depression and Bipolar Disorder: Systematic Review

Rongrong Zhong, XiaoHui Wu, Jun Chen, Yiru Fang

J Med Internet Res 2025 (May 23); 27:e72229

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Code Error in “Diagnostic Classification and Prognostic Prediction Using Common Genetic Variants in Autism Spectrum Disorder: Genotype-Based Deep Learning”

Catriona Miller, Theo Portlock, Denis M Nyaga, Greg D Gamble, Justin M O'Sullivan

JMIR Med Inform 2025 (May 06); 13:e66556

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Potential Harms of Feedback After Web-Based Depression Screening: Secondary Analysis of Negative Effects in the Randomized Controlled DISCOVER Trial

Franziska Sikorski, Bernd Löwe, Anne Daubmann, Sebastian Kohlmann

J Med Internet Res 2025 (Apr 30); 27:e59476

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Provider Perspectives on Implementing an Enhanced Digital Screening for Adolescent Depression and Suicidality: Qualitative Study

Morgan A Coren, Oliver Lindhiem, Abby R Angus, Emma K Toevs, Ana Radovic

JMIR Form Res 2025 (Apr 10); 9:e67624

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Modernizing the Staging of Parkinson Disease Using Digital Health Technology

John Michael Templeton, Christian Poellabauer, Sandra Schneider, Morteza Rahimi, Taofeek Braimoh, Fhaheem Tadamarry, Jason Margolesky, Shanna Burke, Zeina Al Masry

J Med Internet Res 2025 (Apr 04); 27:e63105

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Unsupervised Deep Learning of Electronic Health Records to Characterize Heterogeneity Across Alzheimer Disease and Related Dementias: Cross-Sectional Study

Matthew West, You Cheng, Yingnan He, Yu Leng, Colin Magdamo, Bradley T Hyman, John R Dickson, Alberto Serrano-Pozo, Deborah Blacker, Sudeshna Das

JMIR Aging 2025 (Mar 31); 8:e65178

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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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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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