Figure 5.

Performances depending on variable selection. For the task of predicting major adverse cardiovascular events, when selecting variables—either based on their use in the TIMI Risk Score for 2° Prevention (TRS 2°P), their availability in routine clinical practice or their importance in our best performing model—compared to using all of them, we observed that tree-based models’ increase in performance was consistent and higher when more variables are available.