INS and Obesity: The SHAP analysis revealed that features such as obesity, adult weight gain, less exercise, impaired glucose tolerance, hypertriglyceridemia, hypertension, TG/HDL-C ratio, and snoring, were strongly associated with an increased risk of low insulin sensitivity, which is consistent with the findings of previous studies analyzed using traditional statistical methods (18, 20, 47–49).