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To determine the accuracy of classifying acylcarnitines identified in the study, an analysis was performed using ROC curves, producing an AUC of 0.934 (0.873-0.995, 95% CI). The model successfully categorized all instances of GDM, though ten control subjects were incorrectly assigned to the GDM group. For the purpose of GDM group identification, acylcarnitine concentrations were analyzed. The results showed that C5 concentrations ranged from 0.015 t