Estimating severity and rate of change of depressive symptoms in adolescence: a comparison of functional principal component analysis and mixed effects models
This study utilized data from over 8,000 adolescents to compare functional principal component analysis and mixed effects models for mapping depressive symptom trajectories, revealing that females experience higher and earlier symptom peaks than males, while early-life stressors like abuse and bullying accelerate both the intensity and timing of symptom escalation.