Diagnostic Tools in Mental Health

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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Interpretable Machine Learning Model for Predicting Postpartum Depression: Retrospective Study

Ren Zhang, Yi Liu, Zhiwei Zhang, Rui Luo, Bin Lv

JMIR Med Inform 2025 (Jan 20); 13:e58649

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E-Screening for Prenatal Depression in Kampala, Uganda Using the Edinburgh Postnatal Depression Scale: Survey Results

Hasifah Kasujja Namatovu, Mark Abraham Magumba, Dickens Akena

Online J Public Health Inform 2025 (Jan 14); 17:e51602

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Exploring Remote Monitoring of Poststroke Mood With Digital Sensors by Assessment of Depression Phenotypes and Accelerometer Data in UK Biobank: Cross-Sectional Analysis

Stephanie J Zawada, Ali Ganjizadeh, Gian Marco Conte, Bart M Demaerschalk, Bradley J Erickson

JMIR Neurotech 2025 (Jan 10); 4:e56679

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The Trifecta of Industry, Academic, and Health System Partnership to Improve Mental Health Care Through Smartphone-Based Remote Patient Monitoring: Development and Usability Study

C Neill Epperson, Rachel Davis, Allison Dempsey, Heinrich C Haller, David J Kupfer, Tiffany Love, Pamela M Villarreal, Mark Matthews, Susan L Moore, Kimberly Muller, Christopher D Schneck, Jessica L Scott, Richard D Zane, Ellen Frank

JMIR Form Res 2025 (Jan 07); 9:e57624

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Assessing Health Technology Literacy and Attitudes of Patients in an Urban Outpatient Psychiatry Clinic: Cross-Sectional Survey Study

Julia Tartaglia, Brendan Jaghab, Mohamed Ismail, Katrin Hänsel, Anna Van Meter, Michael Kirschenbaum, Michael Sobolev, John M Kane, Sunny X Tang

JMIR Ment Health 2024 (Dec 30); 11:e63034

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Balancing Between Privacy and Utility for Affect Recognition Using Multitask Learning in Differential Privacy–Added Federated Learning Settings: Quantitative Study

Mohamed Benouis, Elisabeth Andre, Yekta Said Can

JMIR Ment Health 2024 (Dec 23); 11:e60003

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Effect of a Web-Based Heartfulness Program on the Mental Well-Being, Biomarkers, and Gene Expression Profile of Health Care Students: Randomized Controlled Trial

Jayaram Thimmapuram, Kamlesh D Patel, Deepti Bhatt, Ajay Chauhan, Divya Madhusudhan, Kashyap K Bhatt, Snehal Deshpande, Urvi Budhbhatti, Chaitanya Joshi

JMIR Bioinform Biotech 2024 (Dec 16); 5:e65506

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Screening for Depression and Anxiety Using a Nonverbal Working Memory Task in a Sample of Older Brazilians: Observational Study of Preliminary Artificial Intelligence Model Transferability

Alexandra Livia Georgescu, Nicholas Cummins, Emilia Molimpakis, Eduardo Giacomazzi, Joana Rodrigues Marczyk, Stefano Goria

JMIR Form Res 2024 (Dec 12); 8:e55856

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Predicting and Monitoring Symptoms in Patients Diagnosed With Depression Using Smartphone Data: Observational Study

Arsi Ikäheimonen, Nguyen Luong, Ilya Baryshnikov, Richard Darst, Roope Heikkilä, Joel Holmen, Annasofia Martikkala, Kirsi Riihimäki, Outi Saleva, Erkki Isometsä, Talayeh Aledavood

J Med Internet Res 2024 (Dec 03); 26:e56874

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Using Artificial Intelligence to Detect Risk of Family Violence: Protocol for a Systematic Review and Meta-Analysis

Kathleen de Boer, Jessica L Mackelprang, Maja Nedeljkovic, Denny Meyer, Ravi Iyer

JMIR Res Protoc 2024 (Dec 02); 13:e54966

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