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. 2026 May 30;25:171. doi: 10.1186/s12944-026-02984-5

Fig. 2.

Fig. 2

Performance metrics of machine learning models and traditional risk scores in the internal (a) and external (b) validation cohorts. AUC, area under the curve; KNN, K-Nearest Neighbours; LightGBM, Light Gradient Boosting Machine; LR, Logistic Regression; MLP, Multilayer Perceptron; RF, Random Forest; SVM, Support Vector Machine