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Novel Approach to Movement Disorder Society-Unified Parkinson's Disease Rating Scale Monitoring in Clinical Trials: Longitudinal Item Response Theory Models.

Sheng LuoHaotian ZouChristopher G GoetzDongrak ChoiDavid OakesTanya SimuniGlenn T Stebbins
Published in: Movement disorders clinical practice (2021)
Longitudinal IRT analysis is a novel statistical method highly applicable to PD clinical trials. It addresses limitations of traditional linear regression approaches and previous IRT investigations that either applied cross-sectional IRT models to longitudinal data or failed to estimate all parameters simultaneously. It is particularly useful because it can separate nontremor and tremor changes both over time and in response to treatment interventions.
Keyphrases
  • cross sectional
  • clinical trial
  • phase ii
  • psychometric properties
  • parkinson disease
  • deep brain stimulation
  • open label
  • big data
  • machine learning
  • deep learning
  • phase iii
  • double blind
  • replacement therapy
  • neural network