Table 2

Algorithm performance in predicting in-hospital mortality.

AlgorithmAccuracySensitivitySpecificityArea Under the Curve
Adaptive Boosting Classifier79.88%0.4000.82250.7657
Random Forest92.74%0.3000.96450.7562
Gradient Boosting89.94%0.2000.94080.7509
Average87.52%0.3000.90930.7576