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Can machine-learning improve cardiovascular risk prediction using routine clinical data?

Stephen F WengJenna RepsJoe KaiJonathan M GaribaldiNadeem Qureshi
Published in: PloS one (2017)
Machine-learning significantly improves accuracy of cardiovascular risk prediction, increasing the number of patients identified who could benefit from preventive treatment, while avoiding unnecessary treatment of others.
Keyphrases
  • machine learning
  • end stage renal disease
  • big data
  • newly diagnosed
  • chronic kidney disease
  • ejection fraction
  • combination therapy
  • deep learning
  • patient reported outcomes