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Improving Outcome Predictions for Patients Receiving Mechanical Circulatory Support by Optimizing Imputation of Missing Values.

Byron C JaegerRyan CantorVenkata SthanamRongbing XieJames K KirklinRamaraju Rudraraju
Published in: Circulation. Cardiovascular quality and outcomes (2021)
Selecting an optimal strategy to impute missing values such as random forests and applying multiple imputation can improve the prognostic accuracy of downstream risk prediction models.
Keyphrases
  • climate change
  • extracorporeal membrane oxygenation