Fitness Trackers and Smart Pedometers/Accelerometers

A Trainable Open-Source Machine Learning Accelerometer Activity Recognition Toolbox: Deep Learning Approach

Fluri Wieland, Claudio Nigg

JMIR AI 2023 (Jun 08); 2:e42337

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Quality of Sleep Data Validation From the Xiaomi Mi Band 5 Against Polysomnography: Comparison Study

Patricia Concheiro-Moscoso, Betania Groba, Diego Alvarez-Estevez, María del Carmen Miranda-Duro, Thais Pousada, Laura Nieto-Riveiro, Francisco Javier Mejuto-Muiño, Javier Pereira

J Med Internet Res 2023 (May 19); 25:e42073

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Applying the UTAUT2 Model to Smart Eyeglasses to Detect and Prevent Falls Among Older Adults and Examination of Associations With Fall-Related Functional Physical Capacities: Survey Study

Justine Hellec, Meggy Hayotte, Frédéric Chorin, Serge S Colson, Fabienne d'Arripe-Longueville

J Med Internet Res 2023 (May 12); 25:e41220

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Mental Health in Urban Environments: Uncovering the Black Box of Person-Place Interactions Requires Interdisciplinary Approaches

Martina Kanning, Li Yi, Chih-Hsiang Yang, Christina Niermann, Stefan Fina

JMIR Mhealth Uhealth 2023 (May 11); 11:e41345

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Assessing the Pragmatic Nature of Mobile Health Interventions Promoting Physical Activity: Systematic Review and Meta-analysis

Chad Stecher, Bjorn Pfisterer, Samantha M Harden, Dana Epstein, Jakob M Hirschmann, Kathrin Wunsch, Matthew P Buman

JMIR Mhealth Uhealth 2023 (May 04); 11:e43162

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A Novel System to Monitor Tic Attacks for Tourette Syndrome Using Machine Learning and Wearable Technology: Preliminary Survey Study and Proposal for a New Sensing Device

Agni Rajinikanth, Davis Kevin Clark, Marianna Evangelia Kapsetaki

JMIR Neurotech 2023 (Apr 25); 2:e43351

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Fitbit Data to Assess Functional Capacity in Patients Before Elective Surgery: Pilot Prospective Observational Study

Alessandra Angelucci, Massimiliano Greco, Stefano Canali, Giovanni Marelli, Gaia Avidano, Giulia Goretti, Maurizio Cecconi, Andrea Aliverti

J Med Internet Res 2023 (Apr 13); 25:e42815

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The Added Value of Remote Technology in Cardiac Rehabilitation on Physical Function, Anthropometrics, and Quality of Life: Cluster Randomized Controlled Trial

Heli Lahtio, Ari Heinonen, Teemu Paajanen, Tuulikki Sjögren

J Med Internet Res 2023 (Apr 12); 25:e42455

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The Effect of a mHealth App (KENPO-app) for Specific Health Guidance on Weight Changes in Adults With Obesity and Hypertension: Pilot Randomized Controlled Trial

Naoki Sakane, Akiko Suganuma, Masayuki Domichi, Shin Sukino, Keiko Abe, Akiyoshi Fujisaki, Ai Kanazawa, Mamiko Sugimoto

JMIR Mhealth Uhealth 2023 (Apr 12); 11:e43236

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Evaluation of the Effectiveness of a Whole-System Intervention to Increase the Physical Activity of Children Aged 5 to 11 Years (Join Us: Move Play, JU:MP): Protocol for a Quasiexperimental Trial

Daniel D Bingham, Andy Daly-Smith, Amanda Seims, Jennifer Hall, Lucy Eddy, Zoe Helme, Sally E Barber

JMIR Res Protoc 2023 (Mar 31); 12:e43619

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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 (Mar 15); 7:e41685

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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 (Mar 07); 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 (Mar 06); 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 (Mar 06); 11:e41153

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The Use of Sensors to Detect Anxiety for In-the-Moment Intervention: Scoping Review

Rosie Dobson, Linwei Lily Li, Katie Garner, Taria Tane, Judith McCool, Robyn Whittaker

JMIR Ment Health 2023 (Feb 02); 10:e42611

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Development and Validation of Multivariable Prediction Algorithms to Estimate Future Walking Behavior in Adults: Retrospective Cohort Study

Junghwan Park, Gregory J Norman, Predrag Klasnja, Daniel E Rivera, Eric Hekler

JMIR Mhealth Uhealth 2023 (Jan 27); 11:e44296

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A Novel Approach to Assess Weekly Self-efficacy for Meeting Personalized Physical Activity Goals Via a Cellphone: 12-Week Longitudinal Study

Yoo Jung Oh, Thomas J Hoffmann, Yoshimi Fukuoka

JMIR Form Res 2023 (Jan 27); 7:e38877

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The Feasibility of Implementing Remote Measurement Technologies in Psychological Treatment for Depression: Mixed Methods Study on Engagement

Valeria de Angel, Fadekemi Adeleye, Yuezhou Zhang, Nicholas Cummins, Sara Munir, Serena Lewis, Estela Laporta Puyal, Faith Matcham, Shaoxiong Sun, Amos A Folarin, Yatharth Ranjan, Pauline Conde, Zulqarnain Rashid, Richard Dobson, Matthew Hotopf

JMIR Ment Health 2023 (Jan 24); 10:e42866

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