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. 2021 Feb 25;14:623–632. doi: 10.2147/IJGM.S289671

Table 5.

Studies on Predicting Acute Kidney Injury in ICU

Studies Models Tested Best Model
Mengxin Sun et al LR, RF, NB, SVM, CNN SVM
Lindsay P. Zimmerman et al21 LR, RF, MP MP
Yikuan L et al25 LR, RF, NB, SVM, GBDT, CNN LR and SVM
Yuan Zhan et al26 LR, RF, LightGBM LightGBM

Abbreviations: LR, logistic regression; RF, random forest; NB, Naïve Bayes; SVM, support vector machine; CNN, convolutional neural networks; MP, multilayer perceptron; GBDT, gradient boosting decision tree; LightGBM, Light Gradient Boosting Decision.