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Risk profiles of frequent outpatients among public assistance recipients in Japan: a retrospective cohort study using a classification and regression trees algorithm.

Daisuke NishiokaShiho KinoKeiko UenoNaoki Kondo
Published in: BMJ open (2022)
Using the CART model, we could identify specific risk profiles that could have been overlooked when considering only the risk factors obtained from regression analysis. Public health activities can be provided effectively by focusing on risk factors and the risk profiles.
Keyphrases
  • risk factors
  • public health
  • machine learning
  • deep learning
  • healthcare
  • emergency department
  • mental health
  • drug induced