Table 3 Evaluation metrics for random forest algorithm: forecasting severity of acute lithium toxicity outcomes (Validation Set).

From: Machine learning for predicting medical outcomes associated with acute lithium poisoning

Labels

Serious Outcome

Minor Outcome

Average

Weighted average

Specificity

0.980392

0.965608

0.973000

0.972718

Precision

0.978552

0.968523

0.973538

0.973346

Recall

0.965608

0.980392

0.973000

0.973282

F1_Score

0.972037

0.974421

0.973229

0.973275

Accuracy

NaN

NaN

0.973282

0.973282