Table 7.

Random forest implementation for identifying the event causes

Event Cause	Precision	Recall	F-Measure
Performance Deficit	0.856	0.978	0.913
Information Deficit	0.714	0.070	0.128
Devices (HIT)	0.632	0.126	0.210
Pathophysiological Factor	0.896	0.628	0.738
External Factor	0.979	0.947	0.963
Overall	0.927	0.927	0.925