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Prediction and detection of freezing of gait in Parkinson's disease from plantar pressure data using long short-term memory neural-networks.

Gaurav ShalinScott PardoelEdward D LemaireJulie NantelJonathan Kofman
Published in: Journal of neuroengineering and rehabilitation (2021)
Based on FOG data collected in a laboratory, the results suggest that plantar pressure data can be used for FOG detection and prediction. However, further research is required to improve FOG prediction performance, including training with a larger sample of people who experience FOG.
Keyphrases
  • electronic health record
  • neural network
  • big data
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  • real time pcr
  • working memory
  • data analysis
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