Fig. 3.

Feature dimensionality reduction. A Feature selection process was performed exclusively using the training cohort data and included stability assessment as well as variance and intercorrelation analyses. The rate of stable features was 30% (n=275), none of which had low variance. Removing all inter-correlated features yielded a dataset of 26 non-colinear features. B The five features with the highest gain ratio were selected and included.