As mental health (MH) disorders become increasingly prevalent, their multifaceted
symptoms and comorbidities with other conditions introduce complexity to diagnosis, posing …

Major Depressive Disorder (MDD) is a prevalent mental disorder, affecting a significant
number of individuals, with estimates reaching 300 million cases worldwide. Currently, the …

Major depressive disorder (MDD) and post-traumatic stress disorder (PTSD) are prevalent
mental health conditions with severe physical and social impacts. They are expensive and …

Improving digital depression screening is important for combating the global mental health
crisis. Textual data are promising for depression screening due to their many origins, but the …

This systematic literature review explores the application of transformer models in early
detection of human depression, encompassing text, audio, and video data modalities …

Depression is a prevalent mental health condition with severe impacts on physical and
social health. It is costly and difficult to detect, requiring substantial time from trained mental …

The COVID-19 pandemic has greatly increased depression among adolescents. The current
depression diagnosis process requires significant patient effort and can be costly. Prior …

Introduction Previous studies have established that depressive syndromes can be detected
using machine learning methods, with multimodal data being essential. Multimodal data …

Prevalent mental health conditions, major depressive disorder (MDD), and posttraumatic
stress disorder (PTSD) have severe physical and social impacts. Detection is difficult and …

Depression is a prevalent mental health disorder affecting both patients and society. The
ability to identify at-risk individuals early, accurately, and without human intervention can be …