Wearable Devices and Sensors

Characterization of Influenza-Like Illness Burden Using Commercial Wearable Sensor Data and Patient-Reported Outcomes: Mixed Methods Cohort Study

Victoria Hunter, Allison Shapiro, Devika Chawla, Faye Drawnel, Ernesto Ramirez, Elizabeth Phillips, Sara Tadesse-Bell, Luca Foschini, Vincent Ukachukwu

J Med Internet Res 2023;25:e41050

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Smartphone-Tracked Digital Markers of Momentary Subjective Stress in College Students: Idiographic Machine Learning Analysis

George Aalbers, Andrew T Hendrickson, Mariek MP Vanden Abeele, Loes Keijsers

JMIR Mhealth Uhealth 2023;11:e37469

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Wrist Accelerometer Estimates of Physical Activity Intensity During Walking in Older Adults and People Living With Complex Health Conditions: Retrospective Observational Data Analysis Study

Kyle S Weber, F Elizabeth Godkin, Benjamin F Cornish, William E McIlroy, Karen Van Ooteghem

JMIR Form Res 2023;7:e41685

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Smartphone and Wearable Sensors for the Estimation of Facioscapulohumeral Muscular Dystrophy Disease Severity: Cross-sectional Study

Ahnjili Zhuparris, Ghobad Maleki, Ingrid Koopmans, Robert J Doll, Nicoline Voet, Wessel Kraaij, Adam Cohen, Emilie van Brummelen, Joris H De Maeyer, Geert Jan Groeneveld

JMIR Form Res 2023;7:e41178

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Objective Prediction of Next-Day’s Affect Using Multimodal Physiological and Behavioral Data: Algorithm Development and Validation Study

Salar Jafarlou, Jocelyn Lai, Iman Azimi, Zahra Mousavi, Sina Labbaf, Ramesh C Jain, Nikil Dutt, Jessica L Borelli, Amir Rahmani

JMIR Form Res 2023;7:e39425

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The Influence of a Wearable-Based Reward Program on Health Care Costs: Retrospective, Propensity Score–Matched Cohort Study

Amanda Zaleski, Brittany Sigler, Alan Leggitt, Shruti Choudhary, Ryan Berns, Kyu Rhee, Heidi Schwarzwald

J Med Internet Res 2023;25:e45064

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The Effectiveness of Wearable Devices Using Artificial Intelligence for Blood Glucose Level Forecasting or Prediction: Systematic Review

Arfan Ahmed, Sarah Aziz, Alaa Abd-alrazaq, Faisal Farooq, Mowafa Househ, Javaid Sheikh

J Med Internet Res 2023;25:e40259

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A Call to Expand the Scope of Digital Phenotyping

Christopher De Boer, Hassan Ghomrawi, Suhail Zeineddin, Samuel Linton, Soyang Kwon, Fizan Abdullah

J Med Internet Res 2023;25:e39546

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Predicting Pain in People With Sickle Cell Disease in the Day Hospital Using the Commercial Wearable Apple Watch: Feasibility Study

Rebecca Sofia Stojancic, Arvind Subramaniam, Caroline Vuong, Kumar Utkarsh, Nuran Golbasi, Olivia Fernandez, Nirmish Shah

JMIR Form Res 2023;7:e45355

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An Algorithm to Classify Real-World Ambulatory Status From a Wearable Device Using Multimodal and Demographically Diverse Data: Validation Study

Sara Popham, Maximilien Burq, Erin E Rainaldi, Sooyoon Shin, Jessilyn Dunn, Ritu Kapur

JMIR Biomed Eng 2023;8:e43726

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Step Count, Self-reported Physical Activity, and Predicted 5-Year Risk of Atrial Fibrillation: Cross-sectional Analysis

Ayelet Shapira-Daniels, Jelena Kornej, Nicole L Spartano, Xuzhi Wang, Yuankai Zhang, Chathurangi H Pathiravasan, Chunyu Liu, Ludovic Trinquart, Belinda Borrelli, David D McManus, Joanne M Murabito, Emelia J Benjamin, Honghuang Lin

J Med Internet Res 2023;25:e43123

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Mining Sensor Data to Assess Changes in Physical Activity Behaviors in Health Interventions: Systematic Review

Claudio Diaz, Corinne Caillaud, Kalina Yacef

JMIR Med Inform 2023;11:e41153

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Recommendations for the Quality Management of Patient-Generated Health Data in Remote Patient Monitoring: Mixed Methods Study

Robab Abdolkhani, Kathleen Gray, Ann Borda, Ruth DeSouza

JMIR Mhealth Uhealth 2023;11:e35917

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Clinical Study of a Wearable Remote Rehabilitation Training System for Patients With Stroke: Randomized Controlled Pilot Trial

Liquan Guo, Jiping Wang, Qunqiang Wu, Xinming Li, Bochao Zhang, Linfu Zhou, Daxi Xiong

JMIR Mhealth Uhealth 2023;11:e40416

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Real-Time Detection of Sleep Apnea Based on Breathing Sounds and Prediction Reinforcement Using Home Noises: Algorithm Development and Validation

Vu Linh Le, Daewoo Kim, Eunsung Cho, Hyeryung Jang, Roben Delos Reyes, Hyunggug Kim, Dongheon Lee, In-Young Yoon, Joonki Hong, Jeong-Whun Kim

J Med Internet Res 2023;25:e44818

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The Accuracy of Wrist-Worn Photoplethysmogram–Measured Heart and Respiratory Rates in Abdominal Surgery Patients: Observational Prospective Clinical Validation Study

Jonna A van der Stam, Eveline H J Mestrom, Jai Scheerhoorn, Fleur E N B Jacobs, Simon Nienhuijs, Arjen-Kars Boer, Natal A W van Riel, Helma M de Morree, Alberto G Bonomi, Volkher Scharnhorst, R Arthur Bouwman

JMIR Perioper Med 2023;6:e40474

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Nighttime Continuous Contactless Smartphone-Based Cough Monitoring for the Ward: Validation Study

Filipe Barata, David Cleres, Peter Tinschert, Chen-Hsuan Iris Shih, Frank Rassouli, Maximilian Boesch, Martin Brutsche, Elgar Fleisch

JMIR Form Res 2023;7:e38439

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Development of an Open-source and Lightweight Sensor Recording Software System for Conducting Biomedical Research: Technical Report

Michael Single, Lena C Bruhin, Narayan Schütz, Aileen C Naef, Heinz Hegi, Pascal Reuse, Kaspar A Schindler, Paul Krack, Roland Wiest, Andrew Chan, Tobias Nef, Stephan M Gerber

JMIR Form Res 2023;7:e43092

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Feasibility and Acceptability of Wearable Cameras to Assess Self-care in People With Heart Failure: Pilot Study

Sanna Askman, Marie Löf, Ralph Maddison, Rebecca Nourse

JMIR Form Res 2023;7:e40536

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Charting a Course for Smartphones and Wearables to Transform Population Health Research

William G Dixon, Sabine N van der Veer, Syed Mustafa Ali, Lynn Laidlaw, Richard J B Dobson, Cathie Sudlow, Tim Chico, Jacqueline A L MacArthur, Aiden Doherty

J Med Internet Res 2023;25:e42449

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