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Natural Language Processing of Referral Letters for Machine Learning-Based Triaging of Patients With Low Back Pain to the Most Appropriate Intervention: Retrospective Study.

Sebastian FudickarCarsten BantelJannik SpiekerHeinrich TöpferPatrick StegemanHenrica R Schiphorst PreuperMichiel F RenemanAndre P WolffRemko Soer
Published in: Journal of medical Internet research (2024)
This study indicates that data enriching by adding NLP-based extraction of the content of referral letters increases the model accuracy of DSSs in suggesting optimal treatments for individual patients with LBP. Overall model accuracies were considered low and insufficient for clinical application.
Keyphrases
  • machine learning
  • primary care
  • randomized controlled trial
  • artificial intelligence
  • deep learning