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Results Our analysis revealed that the traditional logistic regression model outperforms the other machine learning models, with an area under the Receiver Operating Characteristic curve (auROC) of 0.77.Our model showed that higher pre-treatment HbA1C is a dominant feature for predicting better response to GLP-1 M, while features such as use of thiazolidinediones or sulfonylureas is correlated with poorer response to GLP-1 M, as assessed by lowering of hemoglobin A1C (HbA1C), a standard marker of glycated hemoglobin used for assessing glycemic control in individuals with diabetes

Initial investigations for diffuse hair loss should include full blood count, ferritin, thyroid function tests, vitamin B12, folate, and vitamin D levels to rule out common underlying causes

Public clinical trials have monitored adverse events and safety outcomes under controlled protocols

Initial studies have shown promising outcomes in weight reduction and glycemic control in patients with obesity and type 2 diabetes

Safety, Side Effects, and When to Call GLP-1 medications are well studied and widely used, but like any prescription therapy, they require proper monitoring