Ensemble machine learning prediction and variable importance analysis of 5-year mortality after cardiac valve and CABG operations

Ensemble machine learning prediction and variable importance analysis of 5-year mortality after cardiac valve and CABG operations

Abstract Despite having a similar post-operative complication profile, cardiac valve operations are associated with a higher mortality rate compared to coronary artery bypass grafting (CABG) operations. For long-term mortality, few predictors are known. In this study, we applied an ensemble machine...

Full description

Bibliographic Details
Main Authors: José Castela Forte, Hubert E. Mungroop, Fred de Geus, Maureen L. van der Grinten, Hjalmar R. Bouma, Ville Pettilä, Thomas W. L. Scheeren, Maarten W. N. Nijsten, Massimo A. Mariani, Iwan C. C. van der Horst, Robert H. Henning, Marco A. Wiering, Anne H. Epema
Format: Article
Language:English
Published: Nature Publishing Group 2021-02-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-82403-0

Internet

https://doi.org/10.1038/s41598-021-82403-0

Similar Items