(17) also developed six classical ML diagnostic models for girls suspected of having CPP, including 14 clinical indicators such as baseline LH, baseline FSH, uterine volume, etc. The best-performing model, the RF model, demonstrated an AUC of 0.972, sensitivity of 96.6%, and specificity of 89.3%. This evidence concerns the gene PLOD1 and central precocious puberty.