mHealth for Data Collection and Research

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Articles published in 2026 in this theme: 144 (scroll down to load remaining articles)

2026

Woman relaxing on couch with pizza and beer

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Feasibility and Preliminary Efficacy of a “Sit Less” Program Leveraging Fitbit Tracking and Tailored Text Messages in Cardiometabolic Disease: Findings From 2 Parallel Randomized Controlled Trials in Coronary Artery Disease and Type 2 Diabetes

Chorong Park, Mary S Dietrich, Britta Larsen, Lindsay S Mayberry, Abigail Doyle, Soojung Ahn, Jason Jean, Kevin Maquiling, Mulubrhan F Mogos, James M Muchira, Shelagh Mulvaney

JMIR Mhealth Uhealth 2026 (Aug 25); 14:e56497

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Woman using smartphone, digital brain with heart, mental wellness

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Individual-Level Modeling of Depressive Symptom Severity Using Smartphone and Wearable Data: Time-Aware 1-Year Study With Feature-Group Contributions

Simon Schreynemackers, Johannes Leimhofer, Milica Petrovic, Hanna Reich, Sascha Ludwig, Andreas Dominik, Dominik Heider, Ulrich Hegerl, the MONDY Consortium

JMIR Form Res 2026 (Aug 25); 10:e99204

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Tablet displaying "Evaluation" with icons for data analysis and business strategy.

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A Simplified Metric to Streamline Between-Group Fairness Assessment for Predictive Models: Algorithm Development and Evaluation Study

Haoyuan Wang, Chuan Hong, Michael Pencina, Matthew Engelhard

JMIR AI 2026 (Aug 24); 5:e85822

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Close-up of a person's wrist wearing a smartwatch with a bright, glowing screen, illuminated by pink and blue neon lights.

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Mechanical Contact Conditions in Wearable Reflectance Photoplethysmography: Scoping Review

Chenxi Yang, Jiahang Xie, Zifei He, Jianqing Li, Chengyu Liu

JMIR Mhealth Uhealth 2026 (Aug 24); 14:e99333

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Medical professionals examining spine MRI scans on a table.

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Error Detection and Correction in Chinese Radiology Reports Using Large Language Models: Real-World Clinical Validation Study

Jiafeng Zhou, Yuxin Wei, Qian Cai, Yongchun Chen, Eugene Edzeafene-Mensah, Yunjun Yang, Zhifang Pan

J Med Internet Res 2026 (Aug 21); 28:e94689

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Woman with phone on city street with bus and construction

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Implementation of Self-Initiated Event-Contingent Ecological Momentary Assessment for Environmental Exposures: Prospective Observational Study

Gregory Neely, Isabella Ström

JMIR Form Res 2026 (Aug 18); 10:e96009

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Nurse in PPE checks on a man experiencing chest pain

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Predicting Critical Outcomes in Suspected Cardiopulmonary Emergencies Using Dispatch Narratives: Temporal Validation Study

Zhe Li, Chunting Luo, Lei Shi, Siqi Huang, Jianmin Qin, Min Yao, Sanshan Zhu, Zhengzhuang Huang, Yinghua Nong, Guozheng Qiu, Liwen Lyu

J Med Internet Res 2026 (Aug 14); 28:e97672

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Doctors review medical scans on a tablet, discussing patient diagnosis.

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Detecting and Mitigating AI Bias in Health Care: Development and Validation of a Unified Multistage Framework

Chetneti Srisa-An, Ruj Mateedulsatit

JMIR AI 2026 (Aug 14); 5:e102146

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Woman in wheelchair cooks in accessible kitchen, using smartphone for recipe

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Ecological Momentary Assessment of Daily Activities in Individuals With Neurological Disorders: Scoping Review

Eva Delooz, Annemie Spooren, Bruno Bonnechère, Aki Rintala, Barbara Piškur

JMIR Rehabil Assist Technol 2026 (Aug 14); 13:e92797

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Doctor analyzing lung scan with holographic medical data and charts.

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Radiomics-Based AI for Predicting Neoadjuvant Immunochemotherapy Pathological Response in Non–Small Cell Lung Cancer: Systematic Review and Meta-Analysis

Ziqi Jiang, Yuan Xu, Shuyu Jia, Hongsheng Liu

J Med Internet Res 2026 (Aug 14); 28:e93892

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Exhausted nurse in PPE adjusts goggles, head bowed, stethoscope visible.

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Analyzing Nurse Sentiment in a Dutch Regional Newspaper During the COVID-19 Pandemic: Comparative Content Analysis of GPT-5, Gemini 2.5 Pro, and Human Coding

Bram van den Berkmortel, Daan Westra, Rachel Gifford, Frank Christian van de Baan

J Med Internet Res 2026 (Aug 13); 28:e98374

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Woman using smartphone in a park with glowing digital lines

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Software Reference Architecture for Real-Time Mobile Digital Phenotyping: Evaluation of System Designs

Ian Kim, Thomas N Robinson, Byron B Reeves, Nick Haber, Nilàm Ram

JMIR Form Res 2026 (Aug 07); 10:e87320

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Young woman with eyes closed in deep breathing exercise outdoors

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Sighing Dynamics as a Candidate Digital Biomarker for Anxiety in Daily Life Using Wearable Respiratory Monitoring: Intensive Longitudinal Study

Xinying Zhao, Yue Li, Jiafeng Wang, Lizhu Zhang, Anfeirea Jialin, Qi An, Yunfan Fu, Cheng Yao, Wei Deng

JMIR Form Res 2026 (Aug 07); 10:e89485

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Laptop screen displays a minimalist design with two dots, one black and one red, on a cream background.

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Utility of Tablet-Based Eye Tracking for Early Screening of Poststroke Cognitive Impairment: Diagnostic Cohort Study

Boxu Xie, Ronghui Ren, Yuting Zhang, Xuan Wang, Junli Zhen

JMIR Mhealth Uhealth 2026 (Aug 06); 14:e83194

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Two women in face masks on a video call, one holding documents.

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Implementation of an Emergency Medical Service–Integrated Teleconsultation Follow-Up Unit for Home-Based Patients With Suspected COVID-19 During Epidemiological Uncertainty in an Island Territory: Retrospective Descriptive Study

Florian Negrello, Alexis Fremery, Melina Baala, Albert Brizio, Laurent Villain-Coquet, Benjamin Bouinoune, Rishika Banydeen, Papa Gueye

JMIR Form Res 2026 (Aug 05); 10:e88161

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Businesswoman managing tasks, calendar, and analytics on mobile

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Sensor-Based Mobile App for Assessment and Tracking (SMAAT): Cross-Sectional Usability Study

Yury Shevchenko, Hyunjoo Hong

JMIR Form Res 2026 (Aug 04); 10:e98984

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Borang Persetujuan meal with chicken, rice, and soup

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A Digital Dietary Assessment Tool for a Multicultural Population (Intake24 Malaysia): Protocol for a Development and Validation Study

Nik Nur Izzati Nik Mohd Fakhruddin, Shaleen Tho Rajasegaram, Nurul Natasha Osman, Emma Foster, Choon Ming Ng, Nur Suraiya Abu Hassan Shaari, Tracy McCaffrey, Christopher Prawira, Patrick Olivier, Jessica Watterson, Amutha Ramadas

JMIR Res Protoc 2026 (Aug 04); 15:e90106

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Elderly woman doing a squat exercise while following a fitness app on her phone.

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Smartphone-Based Physical Performance and Multidimensional Determinants of Self-Reported Knee Pain in Community-Dwelling Older Adults: Cross-Sectional Machine Learning and Network Analysis Study

Ui-jae Hwang, Peng Xia, Tianxiang Fan, Arnold YL Wong, Oh-yun Kwon, Siu-ngor Fu

JMIR Mhealth Uhealth 2026 (Aug 03); 14:e92466

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Woman using a phone with a "24-hour stay" notification

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Identifying Symptom Dynamics and Profiles of Subgroups at Risk for Major Depression and Suicidal Ideation Among Korean Adults: 2-Week Ecological Momentary Assessment Study

Kyungmi Chung, Jin Young Park

JMIR Mhealth Uhealth 2026 (Jul 31); 14:e80332

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Doctor monitors newborn in incubator, vital signs displayed on screen.

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Feasibility of a German High-Frequency Neonatal and Pediatric Intensive Care Dataset (AIx-Neo-Guard Dataset): Secondary Data Cohort Study

Lena Sophie Olivier, Camelia Lauterbach Oprea, André Stollenwerk, Thorsten Orlikowsky, Mark Schoberer

JMIR Pediatr Parent 2026 (Jul 31); 9:e94280

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