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Defining and Predicting Pain Volatility in Users of the Manage My Pain App: Analysis Using Data Mining and Machine Learning Methods.

Quazi Abidur RahmanTahir JanmohamedMeysam PirbaglouHance A ClarkePaul RitvoJane M HeffernanJoel D Katz
Published in: Journal of medical Internet research (2018)
We propose a novel method for measuring pain volatility. Cluster analysis was applied to divide users into subsets of low and high volatility classes. These classes were then predicted at the sixth month of app use with an acceptable degree of accuracy using machine learning methods based on the features extracted from demographic, clinical, and app use information from the first month.
Keyphrases
  • chronic pain
  • pain management
  • machine learning
  • neuropathic pain
  • big data
  • spinal cord
  • deep learning