Table 8.

Accuracy, precision, recall, and F1 score of tested models for survival prediction when removing acute kidney Injury biomarker.

Survival prediction
Model	Accuracy (%)	Precision (%)	Recall (%)	F1 score
XGBoost32	92.23	94.84	96.28	0.9556
LightGBM33	91.13	92.35	97.89	0.9504
CatBoost34	92.45	93.21	98.48	0.9577
Random forest39	89.45	91.15	97.29	0.9412
Logistic regression	87.69	89.15	97.72	0.9323