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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