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. 2023 Oct 9;13:17001. doi: 10.1038/s41598-023-42203-0

Table 7.

Accuracy, precision, recall, and F1 score of tested models for AKI Prediction with removing creatinine.

AKI prediction
Model Accuracy (%) Precision (%) Recall (%) F1 score
XGBoost32 87.17 66.08 61.60 0.6374
LightGBM33 87.32 71.77 50.80 0.5943
CatBoost34 86.52 66.84 52.40 0.5873
Random forest39 84.98 67.14 34.80 0.4571
Logistic regression 82.05 52.33 22.80 0.3175