Diagnostic Tools in Mental Health

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Articles published in 2026 in this theme: 62 (scroll down to load remaining articles)

2026

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The Spectrum & Clinical Tools for Reliable Assessment (SPECTRA) Evidence Stack for Adult Neurodivergence Assessment: Framework Development and Synthetic Data Evaluation

Lucas Fortaleza, Lenifer Siqueira Landim, Giovana Melo Bezerra Teixeira, Charlene Coleman, Ana Maria Luna Neri Benevides

JMIR Form Res 2026 (Nov 12); 10:e106266

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Depression Screening Positivity, Treatment-Seeking Intention, and Willingness to Take Antidepressants in a Self-Selected Online Sample of Korean Adults: Cross-Sectional Questionnaire Study

Ha-Na Kim, Chul-Min Kim, Young Kyu Park, Kiheon Lee, Youn Huh, Wonsuk Kim, Young Sik Kim

JMIR Form Res 2026 (Nov 11); 10:e96178

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Voice-Derived Speech Features of Anhedonia in Adults With Depression: Exploratory Secondary Analysis of a Semistructured Clinical Interview

Christopher G Beevers, Olivia Brady, Kean J Hsu, Rochelle A Stewart

JMIR Form Res 2026 (Nov 10); 10:e94315

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Detecting Emotional Signals of Relationship Well-Being Using AI: A Cross-Sectional Comparison of Transformer-Based and Lexicon-Based Models for Couples Therapy Research

Alejandro Saavedra-Roa, Claudia Pineda-Marin, Pablo Vallejo-Medina, Adrián Montesano

JMIR AI 2026 (Nov 09); 5:e94097

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Evaluating the Accuracy of Remote Questionnaire and Speech Measures in Detecting Cognitive Impairment in the ADNI4 Remote Digital Cohort: Cross-Sectional Study

Rayan M Ashish, Jessica A Turner

JMIR Neurotech 2026 (Nov 06); 5:e108372

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Doctor shows elderly patient tablet with COGNIPAZ brain health assessment

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CogniPaz, an Ecologically Oriented Gamified mHealth Tool for Detecting Mild Cognitive Impairment: Prospective Cohort Diagnostic Accuracy Study

Carlos Estebas-Armas, Elisa Alonso-López, María Hernández-Barral, Itsaso Losantos-García, Daniel Blanco-de-Miguel, Alejandro Medina-López, Sergio Henche-Rodríguez, Oscar Ocampo-Pérez, Gerardo Ricardo Zmork-Martínez, María Alonso-de-Leciñana, Ana Frank-García, Ángel Martín-Montes

JMIR Mhealth Uhealth 2026 (Nov 04); 14:e99688

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Stakeholder Perspectives on Information About Digital Health Applications in German Outpatient Mental Health Care: Qualitative Interview Study

Klemens Höfer, Pascal Raszke, Jürgen Wasem, Felix Plescher, Anna Bußmann, Sarah Schlierenkamp, Michael Minor, Luisa Friedrich, Carsten Volland, Sophia Zander, Anja Wadeck, Udo Schneider, Josepha Katzmann, Enno Maaß, Carina Abels

JMIR Hum Factors 2026 (Nov 04); 13:e82514

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A Large Language Model–Based System for Depression Symptom Identification: Iterative Qualitative Co-Design Studies

Abeer Alotaibi, Corina Sas, Hossein Rahmani

JMIR Form Res 2026 (Nov 03); 10:e95422

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Machine Learning Classification of Bipolar Disorder Across Mood States Using Natural Language Processing and Speech Analysis: Observational Study

Yusei Yamaguchi, Yoshinobu Kano, Genichi Sugihara, Ryo Takemura, Hironobu Nakamura, Masaaki Shimizu, Mari Iizuka, Momoko Kitazawa, Ayako Sento, Hidehiko Takahashi, Taishiro Kishimoto

J Med Internet Res 2026 (Nov 01); 28:e98094

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The Association Between Prenatal Anxiety and Depression and Autism Spectrum Disorder With Gastrointestinal Symptoms in Children: Case-Control Study

Boli Cheng, Enyu Wan, Yuanxia He, Si Wang, Yun He, Xiaojiang Lyu

JMIR Pediatr Parent 2026 (Oct 28); 9:e90446

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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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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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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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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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