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Inferring Physical Function From Wearable Activity Monitors: Analysis of Free-Living Activity Data From Patients With Knee Osteoarthritis.

Vibhu AgarwalMatthew SmuckChristy Tomkins-LaneNigam Haresh Shah
Published in: JMIR mHealth and uHealth (2018)
Function profiles accurately represent physical function, as demonstrated by the relationship between the profiles and clinically measured physical performance. The estimation of physical performance through function profiles derived from free-living activity data may enable remote functional monitoring of patients.
Keyphrases
  • knee osteoarthritis
  • physical activity
  • mental health
  • electronic health record
  • newly diagnosed
  • ejection fraction
  • big data
  • prognostic factors
  • heart rate
  • machine learning
  • blood pressure
  • deep learning