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Low-Cost Consumer-Based Trackers to Measure Physical Activity and Sleep Duration Among Adults in Free-Living Conditions: Validation Study.

Laurent DegrooteGilles HamerlinckKarolien PoelsCarol Ann MaherGeert CrombezIlse de BourdeaudhuijAnn VandendriesscheRachel Grace CurtisAnn DeSmet
Published in: JMIR mHealth and uHealth (2020)
This study was the first to examine the concurrent validity of low-cost trackers. Validity was strongest for the measurement of steps; there was evidence of validity for measurement of sleep in some trackers, and validity for measurement of MVPA time was weak throughout all devices. Validity ranged between devices, with Xiaomi having the highest validity for measurement of steps and VeryFit performing relatively strong across both sleep and steps domains. Low-cost trackers hold promise for monitoring and measurement of movement and sleep behaviors, both for consumers and researchers.
Keyphrases
  • low cost
  • physical activity
  • sleep quality
  • machine learning
  • social media
  • big data
  • health information
  • rectal cancer