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

Overview of attention for article published in International Journal of Behavioral Nutrition and Physical Activity, December 2015
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About this Attention Score

  • In the top 5% of all research outputs scored by Altmetric
  • Among the highest-scoring outputs from this source (#13 of 2,147)
  • High Attention Score compared to outputs of the same age (99th percentile)
  • High Attention Score compared to outputs of the same age and source (97th percentile)

Mentioned by

news
45 news outlets
blogs
5 blogs
twitter
151 X users
facebook
6 Facebook pages
googleplus
1 Google+ user
video
6 YouTube creators

Citations

dimensions_citation
1025 Dimensions

Readers on

mendeley
1557 Mendeley
citeulike
2 CiteULike
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Title
Systematic review of the validity and reliability of consumer-wearable activity trackers
Published in
International Journal of Behavioral Nutrition and Physical Activity, December 2015
DOI 10.1186/s12966-015-0314-1
Pubmed ID
Authors

Kelly R. Evenson, Michelle M. Goto, Robert D. Furberg

Abstract

Consumer-wearable activity trackers are electronic devices used for monitoring fitness- and other health-related metrics. The purpose of this systematic review was to summarize the evidence for validity and reliability of popular consumer-wearable activity trackers (Fitbit and Jawbone) and their ability to estimate steps, distance, physical activity, energy expenditure, and sleep. Searches included only full-length English language studies published in PubMed, Embase, SPORTDiscus, and Google Scholar through July 31, 2015. Two people reviewed and abstracted each included study. In total, 22 studies were included in the review (20 on adults, 2 on youth). For laboratory-based studies using step counting or accelerometer steps, the correlation with tracker-assessed steps was high for both Fitbit and Jawbone (Pearson or intraclass correlation coefficients (CC) > =0.80). Only one study assessed distance for the Fitbit, finding an over-estimate at slower speeds and under-estimate at faster speeds. Two field-based studies compared accelerometry-assessed physical activity to the trackers, with one study finding higher correlation (Spearman CC 0.86, Fitbit) while another study found a wide range in correlation (intraclass CC 0.36-0.70, Fitbit and Jawbone). Using several different comparison measures (indirect and direct calorimetry, accelerometry, self-report), energy expenditure was more often under-estimated by either tracker. Total sleep time and sleep efficiency were over-estimated and wake after sleep onset was under-estimated comparing metrics from polysomnography to either tracker using a normal mode setting. No studies of intradevice reliability were found. Interdevice reliability was reported on seven studies using the Fitbit, but none for the Jawbone. Walking- and running-based Fitbit trials indicated consistently high interdevice reliability for steps (Pearson and intraclass CC 0.76-1.00), distance (intraclass CC 0.90-0.99), and energy expenditure (Pearson and intraclass CC 0.71-0.97). When wearing two Fitbits while sleeping, consistency between the devices was high. This systematic review indicated higher validity of steps, few studies on distance and physical activity, and lower validity for energy expenditure and sleep. The evidence reviewed indicated high interdevice reliability for steps, distance, energy expenditure, and sleep for certain Fitbit models. As new activity trackers and features are introduced to the market, documentation of the measurement properties can guide their use in research settings.

X Demographics

X Demographics

The data shown below were collected from the profiles of 151 X users who shared this research output. Click here to find out more about how the information was compiled.
Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 1,557 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
United States 9 <1%
United Kingdom 5 <1%
France 3 <1%
Brazil 3 <1%
Spain 2 <1%
Switzerland 2 <1%
Netherlands 1 <1%
Iran, Islamic Republic of 1 <1%
Norway 1 <1%
Other 4 <1%
Unknown 1526 98%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 250 16%
Student > Master 238 15%
Researcher 215 14%
Student > Bachelor 214 14%
Student > Doctoral Student 73 5%
Other 269 17%
Unknown 298 19%
Readers by discipline Count As %
Medicine and Dentistry 231 15%
Sports and Recreations 190 12%
Nursing and Health Professions 145 9%
Engineering 106 7%
Psychology 104 7%
Other 385 25%
Unknown 396 25%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 469. This is our high-level measure of the quality and quantity of online attention that it has received. This Attention Score, as well as the ranking and number of research outputs shown below, was calculated when the research output was last mentioned on 01 December 2022.
All research outputs
#58,624
of 25,998,826 outputs
Outputs from International Journal of Behavioral Nutrition and Physical Activity
#13
of 2,147 outputs
Outputs of similar age
#779
of 399,833 outputs
Outputs of similar age from International Journal of Behavioral Nutrition and Physical Activity
#1
of 38 outputs
Altmetric has tracked 25,998,826 research outputs across all sources so far. Compared to these this one has done particularly well and is in the 99th percentile: it's in the top 5% of all research outputs ever tracked by Altmetric.
So far Altmetric has tracked 2,147 research outputs from this source. They typically receive a lot more attention than average, with a mean Attention Score of 29.9. This one has done particularly well, scoring higher than 99% of its peers.
Older research outputs will score higher simply because they've had more time to accumulate mentions. To account for age we can compare this Altmetric Attention Score to the 399,833 tracked outputs that were published within six weeks on either side of this one in any source. This one has done particularly well, scoring higher than 99% of its contemporaries.
We're also able to compare this research output to 38 others from the same source and published within six weeks on either side of this one. This one has done particularly well, scoring higher than 97% of its contemporaries.