Diagnostic Tools in Mental Health

Deep Learning Approaches for Classifying Children With and Without Autism Spectrum Disorder Using Inertial Measurement Unit Hand Tracking Data: Comparative Study

John Mutersbaugh, Wan-Chun Su, Anjana Bhat, Amir Gandjbakhche

JMIR Med Inform 2025 (Dec 22); 13:e73440

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Observer-Independent Assessment of Content Overlap in Mental Health Questionnaires: Large Language Model–Based Study

Annkathrin Böke, Hannah Hacker, Millennia Chakraborty, Luise Baumeister-Lingens, Jasper Vöckel, Julian Koenig, David HV Vogel, Theresa Katharina Lichtenstein, Kai Vogeley, Lana Kambeitz-Ilankovic, Joseph Kambeitz

JMIR AI 2025 (Dec 11); 4:e79868

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Differentiating Pediatric Bipolar Disorder, Attention-Deficit/Hyperactivity Disorder, and Other Psychopathologies Using Self-Reported Mood and Energy Data and Actigraphy Findings: Correlation and Machine Learning–Based Prediction of Mood Severity

Rasim S Diler, Farzan Vahedifard, Boris Birmaher, Satish Iyengar, Maria Wolfe, Brianna N Lepore, Mariah Chobany, Halimah Abdul-Waalee, Greeshma Malgireddy, Jonathan A Hart, Michele A Bertocci

JMIR Ment Health 2025 (Dec 04); 12:e78163

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Gender Differences in Trajectories of Depressive Symptoms Among Talkspace Clients: Naturalistic Observational Study

Meghan Romanelli, Julien Rouvere, Isaac A Sanders, Aarthi Padmanabhan, Emily Peake, Thomas D Hull, Tim Althoff

JMIR Form Res 2025 (Dec 03); 9:e75290

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Pain Cues in People With Dementia: Scoping Review

Urška Smrke, Ana Milošič, Izidor Mlakar, Matic Kadiš, Satja Mulej Bratec

JMIR Ment Health 2025 (Nov 27); 12:e75671

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Initial Development of a Multidimensional Computerized Adaptive Test for Intensive Longitudinal Assessment of Suicide Risk: Development and Usability Study

Kenneth McClure, Brooke A Ammerman, Cheng Liu, Miguel Blacutt, Connor O'Brien, Ross Jacobucci

JMIR Form Res 2025 (Nov 26); 9:e76544

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Using Digital Phenotypes to Identify Individuals With Alexithymia in Posttraumatic Stress Disorder: Cross-Sectional Study

Tomas Meaney, Vijay Yadav, Isaac Galatzer-Levy, Richard Bryant

JMIR Ment Health 2025 (Nov 13); 12:e83575

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Evaluation of a Digital, Self-Administered, Cognitive Test Battery in Older Adult Patients Undergoing Abdominal Surgery: Nonrandomized Feasibility Trial

Anahita Amirpour, Markus Saarijärvi, Jeanette Eckerblad, Gabriela Markovic, Anders Thorell, Ulrica Nilsson, Lina Bergman

JMIR Form Res 2025 (Nov 07); 9:e71911

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Key Features of Digital Phenotyping for Monitoring Mental Disorders: Systematic Review

Hyun Woo Jung, Do Yeon Kim, Ilju Lee, Ok Kim, Seungjin Lee, Sujin Lee, Un Sun Chung, Jae-Hyun Kim, Sehwan Kim, Jung Won Kim, Ah Lahm Shin, Jung Jae Lee

J Med Internet Res 2025 (Nov 05); 27:e77331

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Effect of Gamification on Task Engagement During an Eye-Tracking Test Battery in 5-Year-Old Children Born Preterm: Observational Study

Andrea De Gobbis, Marta Malavolta, Nathalie De Beukelaer, Els Ortibus, Aleksander Sadikov, Vida Groznik

JMIR Serious Games 2025 (Oct 27); 13:e77109

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AI Applications in Depression Detection and Diagnosis: Bibliometric and Visual Analysis of Trends and Future Directions

Wenbo Ren, Xiali Xue, Lu Liu, Jiahuan Huang

JMIR Ment Health 2025 (Oct 22); 12:e79293

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Performance of Automatic Speech Analysis in Detecting Depression: Systematic Review and Meta-Analysis

Patricia Laura Maran, María Dolores Braquehais, Alexandra Vlaic, María Teresa Alonzo-Castillo, Júlia Vendrell-Serres, Josep Antoni Ramos-Quiroga, Amanda Rodríguez-Urrutia

JMIR Ment Health 2025 (Oct 22); 12:e67802

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Aiding Large Language Models Using Clinical Scoresheets for Neurobehavioral Diagnostic Classification From Text: Algorithm Development and Validation

Kaiying Lin, Abdur Rasool, Saimourya Surabhi, Cezmi Mutlu, Haopeng Zhang, Dennis P Wall, Peter Washington

JMIR AI 2025 (Oct 21); 4:e75030

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Integration of an Artificial Intelligence–Based Autism Diagnostic Device into the ECHO Autism Primary Care Workflow: Prospective Observational Study

Kristin Sohl, Erik Linstead, Kelianne Heinz, Elia Eiroa Lledo, Alicia Brewer Curran, Melissa Mahurin, Valeria Nanclares-Nogués, Carmela Salomon, Minda Seal, Sharief Taraman

JMIR Form Res 2025 (Oct 21); 9:e80733

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Automated Speech Markers of Alzheimer Dementia: Test of Cross-Linguistic Generalizability

Paula Andrea Pérez-Toro, Franco J Ferrante, Gonzalo Pérez, Boon Lead Tee, Jessica de Leon, Elmar Nöth, Maria Schuster, Andreas Maier, Andrea Slachevsky, Maria Luisa Gorno-Tempini, Agustín Ibáñez, Juan Rafael Orozco-Arroyave, Adolfo García

J Med Internet Res 2025 (Oct 15); 27:e74200

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Virtual Reality–Based Assessment of Attention-Deficit/Hyperactivity Disorder and Comorbid Symptoms in Children: Framework Development and Standardization Study

Harim Jeong, Minjoo Kang, Kennet Sorenson, Jacob Moore, Robert James Blair, Ellen Leibenluft, Jeffrey H Newcorn, Beth Krone, Singi Jeong, Donghee Kim, Soonjo Hwang

JMIR Serious Games 2025 (Oct 07); 13:e69146

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Gender Differences in Psychosocial Pathways to Depression and Anxiety: Cross-Sectional and Bayesian Causal Network Study

Han Zhang, Ye Xia, Peicai Fu, Cun Li, Ke Shi, Yuan Yang

J Med Internet Res 2025 (Oct 03); 27:e76913

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Optimizing the Color Shapes Task for Ambulatory Assessment and Drift Diffusion Modeling: A Factorial Experiment

Sharon Haeun Kim, Jonathan G Hakun, Yanling Li, Karra D Harrington, Daniel B Elbich, Martin J Sliwinski, Joachim Vandekerckhove, Zita Oravecz

JMIR Form Res 2025 (Oct 01); 9:e66300

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Severity Classification of Anxiety and Depression Using Generalized Anxiety Disorder Scale and Patient Health Questionnaire: National Cross-Sectional Study Applying Classification and Regression Tree Models

Andre Faro, Julian Tejada, Wael Al-Delaimy

JMIR Public Health Surveill 2025 (Sep 30); 11:e72591

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Speech Emotion Recognition in Mental Health: Systematic Review of Voice-Based Applications

Eric Jordan, Raphaël Terrisse, Valeria Lucarini, Motasem Alrahabi, Marie-Odile Krebs, Julien Desclés, Christophe Lemey

JMIR Ment Health 2025 (Sep 30); 12:e74260

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