Evaluation and Research Methodology for mHealth

The Landscape of Mobile Apps for Healthy Eating: Case Study for a Systematic Review and Quality Assessment

Garlene Zamora Zamorano, Alejandro Déniz-García, Alezandra Torres-Castaño, María Luisa Álvarez-Malé, Inger Torhild Gram, Guri Skeie, Ana M Wägner

JMIR Mhealth Uhealth 2026 (Jan 30); 14:e68737

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The Development and Use of AI Chatbots for Health Behavior Change: Scoping Review

Lingyi Fu, Ryan Burns, Yuhuan Xie, Jincheng Shen, Shandian Zhe, Paul Estabrooks, Yang Bai

J Med Internet Res 2026 (Jan 28); 28:e79677

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Exploiting Unsupervised Free-Living Data for Cardiorespiratory Fitness Estimation: Systematic Review and Meta-Analysis

Alexios Dosis, Aron Berger Syversen, Mikolaj R Kowal, Daniel Grant, Jim Tiernan, David Wong, David G Jayne

JMIR Mhealth Uhealth 2026 (Jan 27); 14:e69996

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Feasibility and User Experience of an AI-Supported mHealth Intervention for Remote Life Goal Setting Based on Flow Theory: Exploratory Within-Participant Study

Ippei Yoshida

JMIR Form Res 2026 (Jan 27); 10:e78717

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Efficacy and Safety of Mobile App–Based Metamemory Cognitive Training for Mild Cognitive Impairment: Multicenter Randomized Clinical Trial

Sunyoung Kang, Jung-In Lim, Lukas Stenzel, Keun You Kim, Eosu Kim, Hong Jun Jeon, Doo-Heum Park, Hyun Kook Lim, YongSoo Shim, Jae-Won Jang, Yeshin Kim, Sanghoon Lee, Kee Hyung Park

JMIR Mhealth Uhealth 2026 (Jan 19); 14:e73464

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Intensive, Repeated Self-Report Measures: Should We Be Concerned About Changes in Data Quality Over Time?

Arthur A Stone, Stefan Schneider, Meynard J Toledo, Raymond Hernandez

JMIR Mhealth Uhealth 2026 (Jan 14); 14:e68735

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Effectiveness of Digital Interventions for Low-Income, Food-Insecure Populations: Natural Language Processing Study of WIC Smartphone App User Reviews, 2013-2024

Jihye Lee

J Med Internet Res 2025 (Dec 31); 27:e78984

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Development of an Evaluation Index System for Health Recommender Systems Based on the Health Technology Assessment Framework: Cross-Sectional Delphi Study

Yue Sun, Shijie Hou, Siye Chen, Minmin Leng, Zhiwen Wang

JMIR Form Res 2025 (Dec 22); 9:e79997

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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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