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Building and validating trend-based multiple sclerosis case definitions: a population-based cohort study for Manitoba, Canada.

Naomi C HammKathryn C FitzgeraldDepeng JiangPourang IraniLisa Lix
Published in: BMJ open (2024)
Trend-based and deterministic case definitions classifications were similar to a population-based clinician assessment reference standard for multiple measures of classification accuracy. However, accuracy estimates for both trend-based and deterministic case definitions varied as the years of data used for classification were reduced. Dynamic classification appears to be a viable option for identifying the average trend needed for trend-based case definitions.
Keyphrases
  • multiple sclerosis
  • machine learning
  • deep learning
  • white matter