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Comparison of Machine Learning Models Including Preoperative, Intraoperative, and Postoperative Data and Mortality After Cardiac Surgery.
JAMA Netw Open. 2022 Oct 3;5(10):e2237970. doi: 10.1001/jamanetworkopen.2022.37970.
JAMA Netw Open. 2022.
PMID: 36287565
Free PMC article.
Ensemble machine learning prediction and variable importance analysis of 5-year mortality after cardiac valve and CABG operations.
Castela Forte J, Mungroop HE, de Geus F, van der Grinten ML, Bouma HR, Pettilä V, Scheeren TWL, Nijsten MWN, Mariani MA, van der Horst ICC, Henning RH, Wiering MA, Epema AH.
Castela Forte J, et al. Among authors: van der grinten ml.
Sci Rep. 2021 Feb 10;11(1):3467. doi: 10.1038/s41598-021-82403-0.
Sci Rep. 2021.
PMID: 33568739
Free PMC article.
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Identifying and characterizing high-risk clusters in a heterogeneous ICU population with deep embedded clustering.
Castela Forte J, Yeshmagambetova G, van der Grinten ML, Hiemstra B, Kaufmann T, Eck RJ, Keus F, Epema AH, Wiering MA, van der Horst ICC.
Castela Forte J, et al. Among authors: van der grinten ml.
Sci Rep. 2021 Jun 8;11(1):12109. doi: 10.1038/s41598-021-91297-x.
Sci Rep. 2021.
PMID: 34103544
Free PMC article.
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