BACKGROUND: Using speech as objective markers for major depressive disorder (MDD) has shown promise, yet their generalizability across clinical settings remains largely unvalidated. OBJECTIVE: This study aimed to validate previously identified speech...
OBJECTIVE: This diagnostic test accuracy meta-analysis aimed to provide clinically interpretable estimates (sensitivity, specificity, likelihood ratios (LR), predictive value (PV) and post‑test probabilities) for machine‑learning (ML) models predicti...
AIMS: To explore how global challenges such as climate change, artificial intelligence (AI), and migration intersect with generational change among psychiatric trainees and reshape specialist training. METHODS: An integrative review drawing on sympos...
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