Pengbo Liu

Interpretable speech biomarkers of psychological resilience in major depressive disorder via expert-guided large language models

Abstract Background Major depressive disorder (MDD) is highly prevalent and recurrent, but current clinical care focuses mainly on symptom reduction, overlooking the individual’s capacity for psychological resilience which is a key factor for long-term recovery. Traditional resil...