Diagnostic Tools in Mental Health

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Articles published in this theme: 380 (scroll down to load remaining articles)

2026

Young women with glowing data streams representing thoughts and learning

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Assisting Screening of Adolescent Depression With Large Language Models as Symptom Detectors: Algorithm Development and Validation

Mariia Ignashina, Paulina Bondaronek, Parand Shams, Joanne Osuchukwu, Daniel Santel, John Pestian, Julia Ive

JMIR Form Res 2026 (Oct 21); 10:e71614

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Doctor points to brain scan data and AI neural network for diagnostic analysis

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Nonlinear Feature Modeling Using Kolmogorov-Arnold Networks in Electroencephalography for Depression Classification: Deep Learning Study

Bin Yang, Yongfeng Fan, Xinhong Wei, Chunlei Shi

JMIR AI 2026 (Oct 19); 5:e101076

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Personality Inference From Semistructured Interviews Using Large Language Models: Comparative Evaluation Study

Jianfeng Zhu, Xinyu Li, Julina Maharjan, Karin G Coifman, Ruoming Jin

J Med Internet Res 2026 (Oct 16); 28:e87129

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Magnitude and Moderators of Depressive Symptom Improvement in Digital Placebo Arms: Systematic Review and Meta-Analysis

Takashi Hosono, Rinka Tsutsumi, Yuki Niwa, Masuo Kondoh

J Med Internet Res 2026 (Oct 09); 28:e100426

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Doctor analyzing brain MRI scans on a computer monitor in a medical facility.

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Artificial Intelligence, Machine Learning, and Deep Learning Approaches for Attention-Deficit/Hyperactivity Disorder Diagnosis: Protocol for a Scoping Review

Benedict Onochie Ibe, Amir Aly, Shaymaa S Al-Juboori, Emmanuel Ifeachor, Rohit Shankar

JMIR Res Protoc 2026 (Oct 07); 15:e99551

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Doctor holding tablet with medical questionnaire for patient intake

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Electronic Health Record–Based Phenotyping for Obsessive-Compulsive Disorder: Algorithm Development and Multicenter Validation Study

Bo Wang, Tyne W Miller-Fleming, Dongmei Yu, Donald Hucks, Emily Gantz, Rebecca Johnston, Angela Maxwell-Horn, Nancy Cox, James Sutcliffe, Carol A Mathews, Evonne McArthur, Patrick L McGuire, Dia Kabir, Ashley Dankese, Evan J Giangrande, Rebecca G Fortgang, Shirley B Wang, Rakesh Karmacharya, Joshua L Roffman, Jeremiah M Scharf, Jordan W Smoller, Takahiro Soda, James J Crowley, Lea K Davis

JMIR Ment Health 2026 (Oct 02); 13:e89213

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Perinatal Mental Health Detection and Prediction Using Mobile Sensing Data: Systematic Review

Yifan Sun, Kemeng Che, Tella Lantta, Anna Axelin, Iman Azimi, Pasi Liljeberg

JMIR Ment Health 2026 (Sep 25); 13:e101677

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Child using a tablet to learn, with colorful graphs on screen.

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Factors Associated With Professionals’ Context-Specific Trust in AI-Based Screening for Autism Spectrum Disorder: Cross-Sectional Survey Study

Yoshimasa Ohmoto, Kazunori Terada, Ryoichiro Iwanaga, Hirokazu Kumazaki

JMIR Form Res 2026 (Sep 25); 10:e98367

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Therapist talking to client in a comfortable office

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Comparing the Feasibility of In-Person and Online Preventive Cognitive Therapy for Major Depressive Disorder After Partial Response to Repetitive Transcranial Magnetic Stimulation: Protocol for a Pilot Randomized Controlled Trial

Ilke G S de Lange, Mariejean R C Albers, Karel W F Scheepstra, Claudi L Bockting, Laurien Aben

JMIR Res Protoc 2026 (Sep 25); 15:e101839

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Man on bench using laptop with mental health support app on screen

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Assessing the Need for Mental Health Support From Free-Text Responses: Development and Validation of Language-Based Assessments in Adults With Internalizing Symptoms

Clara Wiebel, Veerle C Eijsbroek, Vasudha Varadarajan, Katarina Kjell, H Andrew Schwartz, Oscar Kjell

JMIR Ment Health 2026 (Sep 25); 13:e105460

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Neuropsychological Assessment Using Portable Automated Rapid Testing in Cognitively Healthy Older Adults: Test-Retest Reliability Study

Quentin Coppola, Lakshmi Kannan, Audrey Carrillo, Susanne M Jaeggi, Aaron R Seitz

JMIR Form Res 2026 (Sep 23); 10:e90646

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Doctor's office computer displaying patient scheduling software with patient list and appointments.

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Implicit Bias in Large Language Model Diagnosis of Eating Disorders: Experimental Vignette Study

Deija McCalla, Bochen Li, Saul Jaeger, Justin Jacques, Leo Gonzalez Jr, Charles Silber, Cass Dykeman

JMIR AI 2026 (Sep 23); 5:e93498

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Two-Stage Gamified Digital Assessment for Autism Spectrum Disorder Screening and the Limits of Differentiating Social Communication Disorder in Children and Adolescents: Cross-Sectional Diagnostic Accuracy Study Using Explainable Machine Learning

Minyoung Jung, Ju Ran, Ennyoung Lee, Youngkyung Sunwoo, SooYeon Kim, Ji-Hoon Kim, Sungja Cho

JMIR Serious Games 2026 (Sep 23); 14:e102714

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Doctors review patient data on a computer screen in a modern medical office.

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Prediction Models for In-Hospital Delirium Using Routinely Collected Electronic Health Record Data: Systematic Review

Hung-Min Huang, Chun-Shun Lu, Geng-Wei Chang, Ming-Hsu Tien, Yu-Kai Hsu

JMIR Med Inform 2026 (Sep 16); 14:e91618

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Clinical interviewer and participant in a video call with face detection.

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Using Automated Coding of Nonverbal Behavior During a Suicide Assessment to Inform Risk Detection: Mixed Cross-Sectional and Exploratory Prospective Study

Ilana Gratch, Simon M Li, Yutong Zhu, Alexander Grattery, Jeffrey Cohn, Da-eun (Ellen) Lee, Beatrice Beebe, Christine B Cha

JMIR Form Res 2026 (Sep 16); 10:e85589

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Young businesswoman in a suit using a tablet outdoors

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Depictions of Depression in Generative AI Video Models: Mixed Methods Study of OpenAI’s Sora 2

Matthew Flathers, Griffin Smith, Julian Herpertz, Zhitong Zhou, John Torous

J Med Internet Res 2026 (Sep 14); 28:e95682

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Laptop screen displaying medical data: human anatomy, brain scan, and heart.

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Conditional Perplexity Scoring for Large Language Model−Generated Differential Diagnoses in Case Reports: Preliminary Computational Evaluation

Takanobu Hirosawa, Yukinori Harada, Ren Kawamura, Taro Shimizu

JMIR Form Res 2026 (Sep 09); 10:e98819

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Young boy using a smartphone on a dusty soccer field in Africa

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Measurement-Based Mental Health Care for Adolescents in Africa: Protocol for a Computerized Adaptive Test

Bianca Moffett, Mary Bitta, Darryn Williams, Jonathan Doenz, Holly Erskine, Constance Mabia, Tamera Nkuna, Stash Gomes, Alastair van Heerden, Marguerite Marlow, Joemer Maravilla, Mark Tomlinson, Michelle Craske, Mary-Anne Hartley, Robert Gibbons

JMIR Res Protoc 2026 (Sep 08); 15:e98369

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Person sitting in a chair holding a smartphone and a menstrual cup

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A Clinical AI-Based System (MoodMon) for Affective Disorders: Algorithm Development and Validation

Marlena Sokół-Szawłowska, Łukasz Święcicki, Katarzyna Kolasa, Katarzyna Kaczmarek-Majer

JMIR AI 2026 (Sep 02); 5:e89981

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Young man working on a laptop in a modern office setting

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General-Purpose Artificial Intelligence Use in Routine Mental Health Practice Among Australian Clinicians: Mixed Methods Study

Benjamin Johnson, Tingting Yang, Daniel Stjepanović, Tianze Sun, Janni Leung, Gary Chan

J Med Internet Res 2026 (Aug 31); 28:e101629

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