mHealth for Data Collection and Research

Articles published in this theme: 1263 (scroll down to load remaining articles)

2026

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The Role of Digital Biomarkers in Physiological Signal-Based Depression Assessment: Systematic Review and Meta-Analysis

Hyeongsuk Lee, Seung-Gul Kang, SeonHeui Lee

J Med Internet Res 2026 (Apr 02); 28:e76432

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Development and Validation of Machine Learning Models for Predicting Early Cognitive Decline Using Home Sensor–Derived Behavioral Data: Sensors in-Home for Elder Wellbeing (SINEW) Cohort Study

James Patrick Moon, Khalid Abdul Jabbar, Tony Chin Ian Tay, Laura Tay, Rathi Mahendran, Tze Pin Ng, Shian Ming Tan, Wilbur Zhi Hao Koh, Weng Yan Ying, Ah-Hwee Tan, Tih-Shih Lee, Iris Rawtaer

JMIR Res Protoc 2026 (Apr 01); 15:e79490

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The Coordination on Mobile Pandemic Apps Best Practice and Solution Sharing (COMPASS) Framework: Holistic Approach to Pandemic mHealth Apps

Christian Elsner, Michael Winter, Peter Gocke, Rüdiger Pryss, Dagmar Krefting

JMIR Form Res 2026 (Mar 30); 10:e63920

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Examining the Use of Consumer Wearable Devices and Digital Tools for Stress Measurement in College Students: Scoping Review of Methods

Aarti Sathyanarayana, Ohida Binte Amin, Jennie An, Jukka Pekka Onnela

JMIR Mhealth Uhealth 2026 (Mar 30); 14:e64144

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Video-Based Gait Assessment Using Machine Learning to Classify Age and Sex in Low-Resource Settings: Cross-Sectional Study

Chanchanok Aramrat, Poppy Alice Carson Mallinson, Papangkorn Inkaew, Pusit Seepheung, Nutchar Wiwatkunupakarn, Nida Buawangpong, Nick Birk, Judith Lieber, Santhi Bhogadi, Hemant Mahajan, Santosh Kumar Banjara, Bharati Kulkarni, Sanjay Kinra, Chaisiri Angkurawaranon

JMIR Form Res 2026 (Mar 30); 10:e76755

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Investigating Children’s Exposure to Outdoor Food Marketing in 2 Swedish Cities Using a Smartphone App: Cross-Sectional Study

Sofia Spolander, Petter Fagerberg, Billy Langlet, Ioannis Sarafis, Ioannis Ioakimidis

JMIR Mhealth Uhealth 2026 (Mar 24); 14:e70192

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Challenges of Standard Pediatric Epilepsy Monitoring and the Potential Benefits of Contactless Sensor Technologies: Exploratory Qualitative Study

Natalie Öhl, Dilbar Strack, Stefan Martin Kusnik, Isabell Link, Marlene Hofmann, Tobias Steigleder, Alina Weisser, Christoph Ostgathe, Regina Trollmann, Maria Heckel

J Med Internet Res 2026 (Mar 24); 28:e83009

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Real-Time and Long-Term Effects of Medical Marijuana on Older Adults: Protocol for a Prospective Cohort Study

Kendall R Robinson, Stella D Seeger, Lauren Nave, Marlin Mejia, Maria Vander Meulen, Ahmed Rashid, Angela M Mickle, Kimberly T Sibille, Zhigang Li, Rene Przkora, Siegfried Schmidt, Margaret C Lo, Robert L Cook, Yan Wang

JMIR Res Protoc 2026 (Mar 24); 15:e78900

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The Current Landscape of Remote Digital Symptom Monitoring for Patients With Lung Cancer: Scoping Review

Hao Huang, Naomi Takemura, Hammoda Abu-Odah, Shuhan Li, Ting Mao, Zengjie Ye, Janelle Yorke

J Med Internet Res 2026 (Mar 24); 28:e83666

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Smartphone-Based Digital Phenotyping Across Health Conditions: Scoping Review

Arlen Dumas, Joanne Hokayem, Georgia Goodman, Krishna Venkatasubramanian, Peter Chai

J Med Internet Res 2026 (Mar 24); 28:e84146

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Remote Patient Monitoring Program Components and Short-Term Hypertension Control: Retrospective Cohort Study

Sarah LaPointe, Michael Merrill

JMIR Mhealth Uhealth 2026 (Mar 24); 14:e69546

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Prediction of Prefecture-Level Subjective Well-Being in Japan by Using Google Trends and Socioeconomic Data: Machine Learning Model Development and Validation Study

Kenichi Kishi, Hisashi Hayashi, Shigeomi Koshimizu

JMIR Form Res 2026 (Mar 20); 10:e88696

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A Digital Intervention for Capturing Real-Time Health Data for Epilepsy Seizure Forecasting: Protocol for the ATMOSPHERE Study

Lauren Thompson, Emily Nielsen, Emily E V Quilter, Amelia Slay, Marceli Wac, Matthew Wragg, Samuel Downes, Phil Tittensor, Leandro Junges, Liz Stuart, Rosie Charles, Peter Kissack, Yasser Qureshi, Amberly Brigden

JMIR Res Protoc 2026 (Mar 20); 15:e85993

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Telehealth Use and Modality Choice Among US Adults: Shorrocks-Shapley Decomposition of a 2022 Cross-Sectional National Survey

Corneliu Bolbocean, Corey Hayes, Cari Bogulski

J Med Internet Res 2026 (Mar 18); 28:e81879

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Validity of Galaxy Watch for Estimating Energy Expenditure During Intermittent Running: Cross-Sectional Study

Alexandre Reis Pires Ferreira, Allan Inoue, Ramon Ludman Martins Barbosa, Cassio Hayek, Mateus Reis, João Arthur Alcântara, Augusto Hirao Shigueoka, Marcelo Rodrigues dos Santos

JMIR Form Res 2026 (Mar 18); 10:e83090

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Remote Monitoring of Cryosurgery Response Using a Smartphone App: Prospective Study

Vanessa R Weir, Emily A Cowen, Trina Salvador, Mary D Sun, Lilly Gu, Maura C Gillis, Nicholas R Kurtansky, Veronica Rotemberg, Allan C Halpern

JMIR Dermatol 2026 (Mar 18); 9:e63467

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Assessing Night-to-Night Sleep Variability as a Hallmark of Chronic Insomnia Using Longitudinal, Contactless, Mobile Sleep Monitoring: Prospective Cohort Study

Devon A Hansen, Mary E Peterson, Myles G Finlay, Elie Gottlieb, Sharon Danoff-Burg, Roy JEM Raymann, Dedra Buchwald, Nathaniel F Watson

JMIR Form Res 2026 (Mar 18); 10:e73969

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Assessing Mental Health and Emotional States by Using Smartphone Photoplethysmography–Based Digital Pulse Waveform Analysis: Cross-Sectional Observational Study

Ivan Liu, Luming Hu, Jing Luo, Chang Liu, Qi Zhong, Shiguang Ni

JMIR Mhealth Uhealth 2026 (Mar 16); 14:e81301

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Enhancing Predictive Accuracy of Mood Symptoms Using Wearable Devices and Machine Learning in Bipolar Disorder

P Keerthana Nair, Priyanka Renita D'Souza

JMIR Med Inform 2026 (Mar 12); 14:e92172

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Smartphone-Based Interpretable Machine Learning for Classifying Single-Leg Squat Performance Using Trunk, Pelvic, and Knee Kinematics: Cross-Sectional Study

Sihyun Kim, Kyuenam Park

JMIR Mhealth Uhealth 2026 (Mar 12); 14:e85126

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