I. Introduction
Depression is a prevalent mental health disorder with significant global impact, affecting millions of people across different age groups and socio-economic backgrounds. As the leading cause of disability worldwide, depression poses a substantial burden on individuals and society [1]. Timely and accurate diagnosis of depression is crucial for providing appropriate treatment and support to those affected.