[HTML][HTML] Reliability and validity of commercially available wearable devices for measuring steps, energy expenditure, and heart rate: systematic review

D Fuller, E Colwell, J Low, K Orychock… - JMIR mHealth and …, 2020 - mhealth.jmir.org
Background: Consumer-wearable activity trackers are small electronic devices that record
fitness and health-related measures. Objective: The purpose of this systematic review was to …

[HTML][HTML] Accuracy of Fitbit devices: systematic review and narrative syntheses of quantitative data

LM Feehan, J Geldman, EC Sayre, C Park… - JMIR mHealth and …, 2018 - mhealth.jmir.org
Background: Although designed as a consumer product to help motivate individuals to be
physically active, Fitbit activity trackers are becoming increasingly popular as measurement …

[HTML][HTML] Using fitness trackers and smartwatches to measure physical activity in research: analysis of consumer wrist-worn wearables

A Henriksen, M Haugen Mikalsen… - Journal of medical …, 2018 - jmir.org
Background New fitness trackers and smartwatches are released to the consumer market
every year. These devices are equipped with different sensors, algorithms, and …

Internet of medical things: A review of recent contributions dealing with cyber-physical systems in medicine

A Gatouillat, Y Badr, B Massot… - IEEE internet of things …, 2018 - ieeexplore.ieee.org
The Internet of Medical Things (IoMT) designates the interconnection of communication-
enabled medical-grade devices and their integration to wider-scale health networks in order …

[HTML][HTML] Esports players, got muscle? Competitive video game players' physical activity, body fat, bone mineral content, and muscle mass in comparison to matched …

J DiFrancisco-Donoghue, WG Werner… - Journal of sport and …, 2022 - Elsevier
Background Esports players, like traditional athletes, practice for long hours and, thus, are
vulnerable to the negative health effects of prolonged sitting. There is a lack of research on …

Detecting depression and predicting its onset using longitudinal symptoms captured by passive sensing: a machine learning approach with robust feature selection

P Chikersal, A Doryab, M Tumminia… - ACM Transactions on …, 2021 - dl.acm.org
We present a machine learning approach that uses data from smartphones and fitness
trackers of 138 college students to identify students that experienced depressive symptoms …

Comprehensive comparison of Apple Watch and Fitbit monitors in a free-living setting

Y Bai, C Tompkins, N Gell, D Dione, T Zhang, W Byun - PLoS One, 2021 - journals.plos.org
Objectives The aim of this study was to evaluate the accuracy of three consumer-based
activity monitors, Fitbit Charge 2, Fitbit Alta, and the Apple Watch 2, all worn on the wrist, in …

Comparison of wrist-worn Fitbit Flex and waist-worn ActiGraph for measuring steps in free-living adults

AHY Chu, SHX Ng, M Paknezhad, A Gauterin, D Koh… - PloS one, 2017 - journals.plos.org
Introduction Accelerometers are commonly used to assess physical activity. Consumer
activity trackers have become increasingly popular today, such as the Fitbit. This study …

Convergence of precision medicine and public health into precision public health: toward a big data perspective

PE Velmovitsky, T Bevilacqua, P Alencar… - Frontiers in Public …, 2021 - frontiersin.org
The field of precision medicine explores disease treatments by looking at genetic, socio-
environmental, and clinical factors, thus trying to provide a holistic view of a person's health …

[HTML][HTML] The accuracy of smart devices for measuring physical activity in daily life: validation study

L Degroote, I De Bourdeaudhuij… - JMIR mHealth and …, 2018 - mhealth.jmir.org
Background Wearables for monitoring physical activity (PA) are increasingly popular. These
devices are not only used by consumers to monitor their own levels of PA but also by …