Early Depression Detection in Social Media: Monitoring of Individual Nighttime Dynamics and Large Language Model Analysis

Background: Depression has become a major global public health challenge, and early intervention is critical for improving patient outcomes. Current depression detection techniques based on social media data (traditional risk detection) rely heavily on users’ complete historical information, which...