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...

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Autores principales: 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
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2021
Materias:
Medicine
R
Science
Q
Acceso en línea:https://doaj.org/article/9336156248a1408d8a4dc57b72808a9b
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https://doaj.org/article/9336156248a1408d8a4dc57b72808a9b

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