Machine learning approach to predicting persistent opioid use following lower extremity joint arthroplasty.

Rodney A GabrielBhavya HarjaiRupa S PrasadSierra SimpsonIris ChuKathleen M FischEngy Tadros Said

Published in: Regional anesthesia and pain medicine (2022)

Ensemble learning can dramatically improve predictive models for persistent opioid use. Accurate and early identification of high-risk patients can play a role in clinical decision making and early optimization with personalized interventions.

Keyphrases

machine learning
end stage renal disease
decision making
ejection fraction
chronic kidney disease
newly diagnosed
prognostic factors
peritoneal dialysis
neural network
monte carlo