mHealth for Data Collection and Research

Key Features of Digital Phenotyping for Monitoring Mental Disorders: Systematic Review

Hyun Woo Jung, Do Yeon Kim, Ilju Lee, Ok Kim, Seungjin Lee, Sujin Lee, Un Sun Chung, Jae-Hyun Kim, Sehwan Kim, Jung Won Kim, Ah Lahm Shin, Jung Jae Lee

J Med Internet Res 2025 (Nov 05); 27:e77331

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Beyond Comparing Machine Learning and Logistic Regression in Clinical Prediction Modelling: Shifting from Model Debate to Data Quality

Yanan Hu, Xin Zhang, Valerie Slavin, Yitayeh Belsti, Sofonyas Abebaw Tiruneh, Emily Callander, Joanne Enticott

J Med Internet Res 2025 (Nov 05); 27:e77721

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Adherence to Actigraphic Devices in Elementary School–Aged Children: Systematic Review and Meta-Analysis

Anna C Morris, Asilay Seker, Laurence Telesia, Alice Wickersham, Brian CF Ching, Rahul Roy, Sophie Epstein, Faith Matcham, Edmund Sonuga-Barke, Johnny Downs

J Med Internet Res 2025 (Nov 03); 27:e79718

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Detecting Perceived Unfair Treatment Among US College Students Using Mobile Sensing: Pilot Machine Learning Study

Yiyi Ren, Raghu Mulukutla, Jennifer Mankoff, Anind K Dey

JMIR Form Res 2025 (Oct 31); 9:e78657

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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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Requirements and Concerns of Individuals Remitted From Depression for an Early Relapse Detection mHealth App: Focus Group Study

Tina Coenen, Matthias Maerevoet, Stephanie Chen, Mathias De Brouwer, Sofie Van Hoecke, Ernst HW Koster, Mariek MP Vanden Abeele, Klaas Bombeke

JMIR Mhealth Uhealth 2025 (Oct 23); 13:e67141

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Understanding Longitudinal Ecological Momentary Assessment Completion: Results From 12 Months of Burst Sampling in the TIME Study

Tyler Prochnow, Wei-Lin Wang, Shirlene Wang, Jixin Li, Alexander J Rothman, Stephen S Intille, Donald Hedeker, Genevieve F Dunton

JMIR Mhealth Uhealth 2025 (Oct 22); 13:e67117

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Using Mobile Assessments to Characterize Mental and Physical Health Behaviors in Youth: Protocol for a Pilot Intensive Longitudinal Study

Konstantin Drexl, Sébastien Urben, Kerstin Jessica Plessen, Jennifer Glaus

JMIR Res Protoc 2025 (Oct 21); 14:e70990

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Predicting Risk of Heat-Related Injuries for Individuals Wearing Personal Protective Equipment Using Smartwatches: Feasibility Observational Study

Meghan Hegarty-Craver, Donna Womack, Jonathan Thornburg, Timothy Boe, M John Archer, Worth Calfee

JMIR Form Res 2025 (Oct 17); 9:e72324

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Assessing Minority Stress and Physiological Response Through Ecological Momentary Assessment and Sensors: Protocol for a Feasibility and Acceptability of the Stress and Heart Pilot Study

Dulce Urueta Tapia, Heather L Corliss, Kang Hyuk Lee, Jerel P Calzo, Hee-Jin Jun

JMIR Form Res 2025 (Oct 15); 9:e68733

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User Engagement, Demographics, and Health Status of the My ME-BYO Record, A Personal Health Management Mobile App: Retrospective Study

Choy-Lye Chei, Sho Nakamura, Kaname Watanabe, Hiroto Narimatsu

J Med Internet Res 2025 (Oct 10); 27:e79109

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Smartphone App–Based Survey Deployment Patterns and Longitudinal Response Rate: Randomized Controlled Trial

Yuankai Zhang, Jian Rong, Xuzhi Wang, Eric Schramm, Chathurangi H Pathiravasan, Belinda Borrelli, Jamie M Faro, Emelia J Benjamin, Ludovic Trinquart, Chunyu Liu, Joanne M Murabito

J Med Internet Res 2025 (Oct 10); 27:e73972

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The Physical Activity, Imaging, and Ambulatory Testing (PHIAT) Project: Protocol for a High-Frequency Ambulatory Assessment Study

Jonathan G Hakun, Daniel B Elbich, Jessie N Alwerdt, Ashley M Tate, Jennifer L Coyl, Bethany M Kanski, Tian Qiu

JMIR Res Protoc 2025 (Oct 09); 14:e66290

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Completion Rates for Ecological Momentary Assessments of Food Intake During Pregnancy and Post Partum: Descriptive Study

Sarah Annalise Sanders, Serwaa Omowale, Andrea Casas, Alexis Kiyanda, Abigail Smith Kosbie, Yu-Hsuan Lai, Meredith Wallace, Stephen Rathbun, Tiffany Gary-Webb, Esa Davis, Lora Burke, Dara Méndez

JMIR Hum Factors 2025 (Oct 08); 12:e67081

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Sensorized Motor and Cognitive Dual Task Framework for Dementia Diagnosis: Preliminary Insights From a Cross-Sectional Study

Gianmaria Mancioppi, Erika Rovini, Laura Fiorini, Radia Zeghari, Auriane Gros, Valeria Manera, Philippe Robert, Filippo Cavallo

J Med Internet Res 2025 (Oct 06); 27:e64255

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Assessing Day-to-Day Emotion Dynamics Within the Whole Family: Protocol for a Family-Wide Ecological Momentary Assessment Study (The Family and Child Emotion Study)

Natasha Vogel, Linda Sosa-Hernandez, Charlotte Funston, Evelyn Balfour, Kristel Thomassin

JMIR Res Protoc 2025 (Oct 06); 14:e77364

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A Dual In-Person and Remote Assessment Approach to Developing Digital End Points Relevant to Autism and Co-Occurring Conditions: Protocol for a Multisite Observational Study

Isabel Yorke, Charlotte A Boatman, Akash Roy Choudhury, Bethany Oakley, Pauline Conde, Heet Sankesara, Yatharth Ranjan, Zulqarnain Rashid, Judith Dineley, Johnny Downs, Christopher H Chatham, Nicholas Cummins, Amos Folarin, Eva Loth, Jan Buitelaar, Declan Murphy, Richard Dobson, Emily Simonoff

JMIR Res Protoc 2025 (Oct 03); 14:e71145

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Evaluating Diversity in Open Photoplethysmography Datasets: Protocol for a Systematic Review

Vedha Penmetcha, Lekaashree Rambabu, Brandon G Smith, Orla Mantle, Thomas Edmiston, Laura Hobbs, Shobhana Nagraj, Peter H Charlton, Tom Bashford

JMIR Res Protoc 2025 (Oct 01); 14:e73040

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Effects of Remote Patient Monitoring on Health Care Utilization in Patients With Noncommunicable Diseases: Systematic Review and Meta-Analysis

Geir Smedslund, Nina Østerås, Christine Hillestad Hestevik

JMIR Mhealth Uhealth 2025 (Oct 01); 13:e68464

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How Engagement Changes Over Time in a Digital Eating Disorder App: Observational Study

Rachael E Flatt, Laura M Thornton, Jenna Tregarthen, Stuart Argue, Cynthia M Bulik

JMIR Mhealth Uhealth 2025 (Sep 30); 13:e68824

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