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Table 7 Random forest implementation for identifying the event causes

From: An automated pipeline for analyzing medication event reports in clinical settings

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