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Validation of the Fitbit Charge 2 compared to the ActiGraph GT3X+ in older adults with knee osteoarthritis in free-living conditions.

Jamie E CollinsHeidi Y YangTaylor P TrentadueYusi GongElena Losina
Published in: PloS one (2019)
Fitbit overestimates steps and underestimates MVPA in knee OA subjects. Cut-offs validated for AGW should be developed to support the use of AGW for PA assessment. The HR-based Fitbit algorithm captured more wear time than the step-based algorithm. These data provide critical insight for researchers planning to use commercially-available accelerometers in pragmatic studies.
Keyphrases
  • knee osteoarthritis
  • machine learning
  • deep learning
  • electronic health record
  • big data
  • neural network
  • study protocol
  • middle aged
  • artificial intelligence
  • total knee arthroplasty
  • clinical trial
  • case control