Evaluation and Research Methodology for mHealth

Unsupervised Characterization of Temporal Dataset Shifts as an Early Indicator of AI Performance Variations: Evaluation Study Using the Medical Information Mart for Intensive Care-IV Dataset

David Fernández-Narro, Pablo Ferri, Alba Gutiérrez-Sacristán, Juan M García-Gómez, Carlos Sáez

JMIR Med Inform 2025 (Dec 03); 13:e78309

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Evaluation of a Pilot mHealth Intervention to Engage Primary Care Clients at an Urban Clinic Serving Marginalized Populations: Mixed-Methods Cohort Study

Lauren Harrison, Christina Fulton, Antonio Marante Changir, Adedayo Ajidahun, Cassidy Tam, Wendy Zhang, Tian Shen, Rolando Barrios, Julio Montaner, Kate Salters, Richard T Lester, Surita Parashar, David M Moore

JMIR Mhealth Uhealth 2025 (Nov 27); 13:e68561

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Smartphone-Based Approach-Avoidance Bias Modification Training for Depression: Randomized Clinical Trial

Maximilian Blomberg, Hilmar Gero Zech, Maximilian Kluge, Nico Böhmert, Helmut Platte, Timo Brockmeyer

JMIR Mhealth Uhealth 2025 (Nov 26); 13:e69033

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Leveraging Social Media and Crowdsourcing to Recruit and Retain Military Veterans With Posttraumatic Stress Disorder or Experience of Harmful Gambling for mHealth Interventions: Descriptive Study

Conor Heath, Jess M Williams, Daniel Leightley, Dominic Murphy, Simon Dymond

JMIR Mhealth Uhealth 2025 (Nov 11); 13:e73706

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Cluster-Based Predictive Modeling of User Ratings for Physical Activity Apps Using Mobile App Rating Scale (MARS) Dimensions: Model Development and Validation

Ayush Bhattacharya, Jose Fernando Florez-Arango

JMIR Mhealth Uhealth 2025 (Nov 06); 13:e70987

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Within- and Between-Individual Compliance in Mobile Health: Joint Modeling Approach to Nonrandom Missingness in an Intensive Longitudinal Observational Study

Young Won Cho, Sy-Miin Chow, Jixin Li, Wei-Lin Wang, Shirlene Wang, Linying Ji, Vernon M Chinchilli, Stephen S Intille, Genevieve Fridlund Dunton

JMIR Mhealth Uhealth 2025 (Oct 30); 13:e65350

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A Culturally and Linguistically Tailored Intervention to Improve Diabetes-Related Outcomes in Chinese Americans With Type 2 Diabetes: Pilot Randomized Controlled Trial

Jing Liu, Jiepin Cao, Yun Shi, Mary Ann Sevick, Nadia Islam, Naumi Feldman, Huilin Li, Chan Wang, Yanan Zhao, Kosuke Tamura, Natalie Levy, Nan Jiang, Ziqiang Zhu, Yulin Wang, Jia Hong, Lu Hu

JMIR Mhealth Uhealth 2025 (Oct 27); 13:e78036

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Exploring Fit in a Mobile Health Intervention for Alcohol Use Disorder: Qualitative Study

Nora Jacobson, Linda S Park, Alice Pulvermacher, Samantha Voelker, Mallory Herzog, Andrew Quanbeck

JMIR Mhealth Uhealth 2025 (Oct 14); 13:e65218

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Associations Between Social Determinants of Health and Adherence in Mobile-Based Ecological Momentary Assessment: Scoping Review

Yinan Sun, Aditi Jaiswal, Christopher Slade, Kristina T Phillips, Roberto M Benzo, Peter Washington

J Med Internet Res 2025 (Sep 23); 27:e69831

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Mobile App–Assisted Self-Monitoring of Blood Glucose in Type 2 Diabetes in Ningbo, China: 12-Month Retrospective Cohort Study

Xujia Ma, Kaushik Chattopadhyay, Miao Xu, Li Li, Jialin Li

JMIR Mhealth Uhealth 2025 (Sep 02); 13:e65919

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Completion and Compliance Rates for an Intensive mHealth Study Design to Promote Self-Awareness and Self-Care Among Care Partners of Individuals With Traumatic Brain Injury: Secondary Analysis of a Randomized Controlled Trial

Noelle E Carlozzi, Jonathan Troost, Wendy L Lombard, Jennifer A Miner, Christopher M Graves, Sung Won Choi, Zhenke Wu, Srijan Sen, Angelle M Sander

JMIR Mhealth Uhealth 2025 (Aug 21); 13:e73772

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Using a Diverse Test Suite to Assess Large Language Models on Fast Health Care Interoperability Resources Knowledge: Comparative Analysis

Ahmad Idrissi-Yaghir, Kamyar Arzideh, Henning Schäfer, Bahadir Eryilmaz, Mikel Bahn, Yutong Wen, Katarzyna Borys, Eva Hartmann, Cynthia Schmidt, Obioma Pelka, Johannes Haubold, Christoph M Friedrich, Felix Nensa, René Hosch

J Med Internet Res 2025 (Aug 12); 27:e73540

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Planning for the Unexpected and Unintended Effects of mHealth Interventions: Systematic Review

Weidan Cao, Xiaohui Cao, Andrew David Sutherland

J Med Internet Res 2025 (Aug 07); 27:e68909

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Digitally Enabled AI-Interpreted Salivary Ferning–Based Ovulation Prediction: Feasibility Study

Elizabeth Peebles, William Finlay, Thao-Mi Nguyen, Samuel Barrett, Prudhvi Thirumalaraju, Manoj Kumar Kanakasabapathy, Hemanth Kandula, Carrie Sarcione, Kaitlyn E James, Hadi Shafiee, Shruthi Mahalingaiah

J Med Internet Res 2025 (Aug 05); 27:e73028

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Population-Level Dissemination of a Smoking Cessation Smartphone App: Quasi-Experimental Comparison of Values-Based Messages in Social Media Advertisements

Jonathan B Bricker, Margarita Santiago-Torres, Kristin E Mull, Brianna M Sullivan, Ravi Mehrotra

JMIR Mhealth Uhealth 2025 (Jul 28); 13:e71619

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Authors’ Reply: Foundation Models for Generative AI in Time-Series Forecasting

Rosemary He, Jeffrey Chiang

J Med Internet Res 2025 (Jul 25); 27:e79772

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Foundation Models for Generative AI in Time-Series Forecasting

Diva Beltramin, Cedric Bousquet

J Med Internet Res 2025 (Jul 25); 27:e76964

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Evaluating the Construct Validity and Sensitivity to Change of the Klenico Depression Domain in Psychotherapeutic Inpatient Care: Instrument Validation Study

Stefan Reutimann, Jasmin Steiner, Noah Hübscher, Ulrich Voderholzer, Adrian Meule, Mareike Augsburger

JMIR Form Res 2025 (Jul 24); 9:e50504

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Current Practice and Expert Perspectives on Cultural Adaptations of Digital Health Interventions: Qualitative Study

Vasileios Nittas, Sarah J Chavez, Paola Daniore

JMIR Mhealth Uhealth 2025 (Jul 18); 13:e59965

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Patterns of Engagement With the mHealth Component of a Sexual and Reproductive Health Risk Reduction Intervention for Young People With Depression: Latent Trajectory Analysis

Lydia A Shrier, Carly E Milliren, Brittany Ciriello, Madison M O'Connell, Sion Kim Harris

JMIR Mhealth Uhealth 2025 (Jul 11); 13:e70219

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