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Table 9 The results of fivefold cross validation for each combination. ET is ExtraTrees, RF is Random Forest, and XGB is XGBoost

From: Research on early warning of renal damage in hypertensive patients based on the stacking strategy

First layer

Avg precision

Avg recall

Avg F1 score

RF

0.94490

0.82599

0.85942

ET

0.94127

0.81607

0.84857

XGB

0.93829

0.82510

0.86072

RF + ET

0.93048

0.82050

0.85103

XGB + RF

0.92910

0.82510

0.86564

XGB + ET

0.93565

0.82510

0.86564

XGB + ET + RF

0.93824

0.84595

0.88086