Fig. 9

Receiver operating characteristic (ROC) curve for the validation set. (ROC curve illustrating the discrimination performance of the predictive model in the validation dataset. The area under the curve (AUC) was 0.87 (95% CI: 0.8535–0.8883), indicating that the model maintained strong predictive accuracy in an independent dataset, consistent with its performance in the training set.)