Table 4.

Random forest quality metrics.

Hyperparameters of the model	criterion=’entropy’, max_depth = 120, random_state = 42.
Accuracy	0.87
F1 score	0.86
Recall	0.86
Youden index	0.775
AUC ROC	0.95

Confusion matrix	Non-CVD	SAP	STEMI
Non-CVD	19	1	1
SAP	0	9	1
STEMI	2	2	17