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Calibration and Validation of Machine Learning Models for Physical Behavior Characterization: Protocol and Methods for the Free-Living Physical Activity in Youth (FLPAY) Study

Samuel Robert LaMunion, Paul Robert Hibbing, Scott Edward Crouter

JMIR Res Protoc 2025;14:e65968

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Evaluating User Engagement With a Real-Time, Text-Based Digital Mental Health Support App: Cross-Sectional, Retrospective Study

Edward Coffield, Khadeja Kausar

JMIR Form Res 2025;9:e66301

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Implementation of an Integrated, Clinical Decision Support Tool at the Point of Antihypertensive Medication Refill Request to Improve Hypertension Management: Controlled Pre-Post Study

John Charles Matulis 3rd, Jason Greenwood, Michele Eberle, Benjamin Anderson, David Blair, Rajeev Chaudhry

JMIR Med Inform 2025;13:e70752

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Examining a Telemedicine-Based Virtual Reality Clinic in Treating Adults With Specific Phobia: Protocol for a Feasibility Randomized Controlled Efficacy Trial

Kaitlyn R Schuler, Triton Ong, Brandon M Welch, Jason G Craggs, Brian E Bunnell

JMIR Res Protoc 2025;14:e65770

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Digital Health Platform for Maternal Health: Design, Recruitment Strategies, and Lessons Learned From the PowerMom Observational Cohort Study

Toluwalase Ajayi, Jacqueline Kueper, Lauren Ariniello, Diana Ho, Felipe Delgado, Matthew Beal, Jill Waalen, Katie Baca Motes, Edward Ramos

JMIR Form Res 2025;9:e70149

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Modernizing the Staging of Parkinson Disease Using Digital Health Technology

John Michael Templeton, Christian Poellabauer, Sandra Schneider, Morteza Rahimi, Taofeek Braimoh, Fhaheem Tadamarry, Jason Margolesky, Shanna Burke, Zeina Al Masry

J Med Internet Res 2025;27:e63105

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Identification and Categorization of the Distinct Purposes Underpinning the Use of Digital Health Care Self-Monitoring: Qualitative Study of Stakeholders in the Health Care Ecosystem

Mattias Elg, Daan Kabel, Ida Gremyr, Jesper Olsson, Jason Martin, Frida Smith

J Med Internet Res 2025;27:e58264

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Lung Cancer Screening in Family Members and Peers of Patients With Lung Cancer: Protocol for a Prospective Cohort Study

Isabelle Pitrou, Adriano Petrangelo, Charlotte Besson, Carmela Pepe, Annika Helen Waschke, Jason Agulnik, Anne V Gonzalez, Nicole Ezer

JMIR Res Protoc 2025;14:e58529

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Effectiveness of Digital Lifestyle Interventions on Depression, Anxiety, Stress, and Well-Being: Systematic Review and Meta-Analysis

Jacinta Brinsley, Edward J O'Connor, Ben Singh, Grace McKeon, Rachel Curtis, Ty Ferguson, Georgia Gosse, Iris Willems, Pieter-Jan Marent, Kimberley Szeto, Joseph Firth, Carol Maher

J Med Internet Res 2025;27:e56975

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Improving the Robustness and Clinical Applicability of Automatic Respiratory Sound Classification Using Deep Learning–Based Audio Enhancement: Algorithm Development and Validation

Jing-Tong Tzeng, Jeng-Lin Li, Huan-Yu Chen, Chu-Hsiang Huang, Chi-Hsin Chen, Cheng-Yi Fan, Edward Pei-Chuan Huang, Chi-Chun Lee

JMIR AI 2025;4:e67239

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