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Validating the knowledge represented by a self-organizing map with an expert-derived knowledge structure.

Andrew James AmosKyungmi LeeTarun Sen GuptaBunmi Sherifat Malau-Aduli
Published in: BMC medical education (2024)
The uptake of visualizations of published medical literature by medical experts for purposes like curriculum development depends upon validation of the meaning of the visualizations. The current research demonstrates that a self-organizing map (MedSOM) can validate the stability and coherence of the references used to support the knowledge claims of a standard psychiatric textbook, linking the products of machine learning to a widely accepted standard of knowledge.
Keyphrases
  • healthcare
  • machine learning
  • systematic review
  • mental health
  • randomized controlled trial
  • quality improvement
  • high density
  • deep learning
  • medical education