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The objective of this work is to develop a prediction system for mortality risk based on ESCARVAL-RISK study, a large cardiovascular cohort (54,678 patients) with a follow-up starting in January 2008 through December 2012. The main challenge to face in this problem is the highly unbalanced classes that may lead to a poor performance in the classification, this work proposes a way to balance classes...
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