In contrast, Vitamin D = 12.7, ALP = 127, CRP = 0.6, and Obesity = 14.1 have produced positive SHAP values, attempting to counterbalance the misclassification. Here, CRP is linked to obesity due to melanocortin 4 receptor deficiency.