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

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 learning...

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Detalles Bibliográficos
Autores principales: Castela Forte, José, Mungroop, Hubert E., de Geus, Fred, van der Grinten, Maureen L., Bouma, Hjalmar R., Pettilä, Ville, Scheeren, Thomas W. L., Nijsten, Maarten W. N., Mariani, Massimo A., van der Horst, Iwan C. C., Henning, Robert H., Wiering, Marco A., Epema, Anne H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7876023/
https://www.ncbi.nlm.nih.gov/pubmed/33568739
http://dx.doi.org/10.1038/s41598-021-82403-0

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