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Detection of Low Back Physiotherapy Exercises With Inertial Sensors and Machine Learning: Algorithm Development and Validation.

Abdalrahman AlfakirColin ArrowsmithDavid M BurnsHelen RazmjouMichael Raymond HardistyCari M Whyne
Published in: JMIR rehabilitation and assistive technologies (2022)
This study demonstrates the potential of a 3-sensor lower body wearable solution (eg, smart pants) that can identify exercises in multiple planes and proper sitting postures, which is suitable for the treatment of LBP. This technology has the potential to improve the effectiveness of LBP rehabilitation by facilitating quantitative feedback, early problem diagnosis, and possible remote monitoring.
Keyphrases
  • machine learning
  • randomized controlled trial
  • resistance training
  • systematic review
  • human health
  • big data
  • heart rate
  • body composition
  • label free
  • mass spectrometry
  • smoking cessation
  • sensitive detection