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Table 2 Cardiovascular event prediction results based on the most discriminative [5] features using the multiple logistic regression model and hierarchical clustering

From: Machine learning profiles of cardiovascular risk in patients with diabetes mellitus: the Silesia Diabetes-Heart Project

ML approach

Sensitivity

Specificity

CC with

event, %

CC without event, %

CC All, %

Multiple logistic regression

0.83

0.74

83.02

73.51

75.63

Hierarchical clustering

1.00

0.38

100.00

37.84

51.68

  1. The best metrics are boldfaced