Assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors.

Wearable physical activity monitors are growing in popularity and provide the opportunity for large numbers of the public to self-monitor physical activity behaviours. The latest generation of these devices feature multiple sensors, ostensibly similar or even superior to advanced research instrument...

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Main Authors: Enhad A Chowdhury, Max J Western, Thomas E Nightingale, Oliver J Peacock, Dylan Thompson
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2017-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC5325221?pdf=render
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spelling doaj-aae42a843fdc4d0a837bf4e51dea6bc42020-11-25T01:23:01ZengPublic Library of Science (PLoS)PLoS ONE1932-62032017-01-01122e017172010.1371/journal.pone.0171720Assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors.Enhad A ChowdhuryMax J WesternThomas E NightingaleOliver J PeacockDylan ThompsonWearable physical activity monitors are growing in popularity and provide the opportunity for large numbers of the public to self-monitor physical activity behaviours. The latest generation of these devices feature multiple sensors, ostensibly similar or even superior to advanced research instruments. However, little is known about the accuracy of their energy expenditure estimates. Here, we assessed their performance against criterion measurements in both controlled laboratory conditions (simulated activities of daily living and structured exercise) and over a 24 hour period in free-living conditions. Thirty men (n = 15) and women (n = 15) wore three multi-sensor consumer monitors (Microsoft Band, Apple Watch and Fitbit Charge HR), an accelerometry-only device as a comparison (Jawbone UP24) and validated research-grade multi-sensor devices (BodyMedia Core and individually calibrated Actiheart™). During discrete laboratory activities when compared against indirect calorimetry, the Apple Watch performed similarly to criterion measures. The Fitbit Charge HR was less consistent at measurement of discrete activities, but produced similar free-living estimates to the Apple Watch. Both these devices underestimated free-living energy expenditure (-394 kcal/d and -405 kcal/d, respectively; P<0.01). The multi-sensor Microsoft Band and accelerometry-only Jawbone UP24 devices underestimated most laboratory activities and substantially underestimated free-living expenditure (-1128 kcal/d and -998 kcal/d, respectively; P<0.01). None of the consumer devices were deemed equivalent to the reference method for daily energy expenditure. For all devices, there was a tendency for negative bias with greater daily energy expenditure. No consumer monitors performed as well as the research-grade devices although in some (but not all) cases, estimates were close to criterion measurements. Thus, whilst industry-led innovation has improved the accuracy of consumer monitors, these devices are not yet equivalent to the best research-grade devices or indeed equivalent to each other. We propose independent quality standards and/or accuracy ratings for consumer devices are required.http://europepmc.org/articles/PMC5325221?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Enhad A Chowdhury
Max J Western
Thomas E Nightingale
Oliver J Peacock
Dylan Thompson
spellingShingle Enhad A Chowdhury
Max J Western
Thomas E Nightingale
Oliver J Peacock
Dylan Thompson
Assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors.
PLoS ONE
author_facet Enhad A Chowdhury
Max J Western
Thomas E Nightingale
Oliver J Peacock
Dylan Thompson
author_sort Enhad A Chowdhury
title Assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors.
title_short Assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors.
title_full Assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors.
title_fullStr Assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors.
title_full_unstemmed Assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors.
title_sort assessment of laboratory and daily energy expenditure estimates from consumer multi-sensor physical activity monitors.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2017-01-01
description Wearable physical activity monitors are growing in popularity and provide the opportunity for large numbers of the public to self-monitor physical activity behaviours. The latest generation of these devices feature multiple sensors, ostensibly similar or even superior to advanced research instruments. However, little is known about the accuracy of their energy expenditure estimates. Here, we assessed their performance against criterion measurements in both controlled laboratory conditions (simulated activities of daily living and structured exercise) and over a 24 hour period in free-living conditions. Thirty men (n = 15) and women (n = 15) wore three multi-sensor consumer monitors (Microsoft Band, Apple Watch and Fitbit Charge HR), an accelerometry-only device as a comparison (Jawbone UP24) and validated research-grade multi-sensor devices (BodyMedia Core and individually calibrated Actiheart™). During discrete laboratory activities when compared against indirect calorimetry, the Apple Watch performed similarly to criterion measures. The Fitbit Charge HR was less consistent at measurement of discrete activities, but produced similar free-living estimates to the Apple Watch. Both these devices underestimated free-living energy expenditure (-394 kcal/d and -405 kcal/d, respectively; P<0.01). The multi-sensor Microsoft Band and accelerometry-only Jawbone UP24 devices underestimated most laboratory activities and substantially underestimated free-living expenditure (-1128 kcal/d and -998 kcal/d, respectively; P<0.01). None of the consumer devices were deemed equivalent to the reference method for daily energy expenditure. For all devices, there was a tendency for negative bias with greater daily energy expenditure. No consumer monitors performed as well as the research-grade devices although in some (but not all) cases, estimates were close to criterion measurements. Thus, whilst industry-led innovation has improved the accuracy of consumer monitors, these devices are not yet equivalent to the best research-grade devices or indeed equivalent to each other. We propose independent quality standards and/or accuracy ratings for consumer devices are required.
url http://europepmc.org/articles/PMC5325221?pdf=render
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