. 2023 Dec 19;24:376. doi: 10.1186/s12882-023-03424-7

Table 2.

Model performance for prediction of ESKD at 3 years

Model

Model performance metric

Accuracy

Precision

AUROC

AUPRC

LASSO

0.83

(0.82 to 0.85)

0.58

(0.51 to 0.66)

0.77

(0.75 to 0.79)

0.45

(0.40 to 0.49)

Random Forest

0.82

(0.81 to 0.83)

0.38

(0.35 to 0.42)

0.76

(0.74 to 0.79)

0.44

(0.39 to 0.48)

XGBoost

0.84

(0.83 to 0.85)

0.38

(0.35 to 0.42)

0.76

(0.74 to 0.78)

0.43

(0.38 to 0.47)

Neural network