[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 …

A review of multimodal human activity recognition with special emphasis on classification, applications, challenges and future directions

SK Yadav, K Tiwari, HM Pandey, SA Akbar - Knowledge-Based Systems, 2021 - Elsevier
Human activity recognition (HAR) is one of the most important and challenging problems in
the computer vision. It has critical application in wide variety of tasks including gaming …

[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] Evaluating the validity of current mainstream wearable devices in fitness tracking under various physical activities: comparative study

J **e, D Wen, L Liang, Y Jia, L Gao… - JMIR mHealth and …, 2018 - mhealth.jmir.org
Background: Wearable devices have attracted much attention from the market in recent
years for their fitness monitoring and other health-related metrics; however, the accuracy of …

The validity of consumer-level, activity monitors in healthy adults worn in free-living conditions: a cross-sectional study

T Ferguson, AV Rowlands, T Olds, C Maher - International journal of …, 2015 - Springer
Background Technological advances have seen a burgeoning industry for accelerometer-
based wearable activity monitors targeted at the consumer market. The purpose of this study …

[HTML][HTML] Behavior change techniques implemented in electronic lifestyle activity monitors: a systematic content analysis

EJ Lyons, ZH Lewis, BG Mayrsohn… - Journal of medical Internet …, 2014 - jmir.org
Background Electronic activity monitors (such as those manufactured by Fitbit, Jawbone,
and Nike) improve on standard pedometers by providing automated feedback and …

Reliability and validity of ten consumer activity trackers

TJM Kooiman, ML Dontje, SR Sprenger… - BMC sports science …, 2015 - Springer
Background Activity trackers can potentially stimulate users to increase their physical activity
behavior. The aim of this study was to examine the reliability and validity of ten consumer …

[HTML][HTML] Accuracy of heart rate watches: implications for weight management

MP Wallen, SR Gomersall, SE Keating, U Wisløff… - PloS one, 2016 - journals.plos.org
Background Wrist-worn monitors claim to provide accurate measures of heart rate and
energy expenditure. People wishing to lose weight use these devices to monitor energy …

Systematic review of the validity and reliability of consumer-wearable activity trackers

KR Evenson, MM Goto, RD Furberg - International Journal of Behavioral …, 2015 - Springer
Background Consumer-wearable activity trackers are electronic devices used for monitoring
fitness-and other health-related metrics. The purpose of this systematic review was to …

Assessment of physical activity and energy expenditure: an overview of objective measures

AP Hills, N Mokhtar, NM Byrne - Frontiers in nutrition, 2014 - frontiersin.org
The ability to assess energy expenditure (EE) and estimate physical activity (PA) in free-
living individuals is extremely important in the global context of non-communicable diseases …