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. 2025 Jan 24;25:44. doi: 10.1186/s12866-025-03755-5

Table 2.

Evaluation metrics for tree-based machine learning models of K. pneumoniae and predictive accuracy of blood cultures

Evaluation metrics DT RF GBM XGBoost ERT
Test set 0.74 0.90 0.85 0.82 0.87
Ten-fold 0.77 0.85 0.85 0.80 0.89
AUROC 0.78 0.95 0.93 0.90 0.95
Accuracy of blood culture 0.76 0.86 0.81 0.80 0.76