Ngozika Confidencd Akosile

Diagnostic Validity, External Validation, and Clinical Utility of Multimodal Artificial Intelligence for Depression and Anxiety Detection in Adults: A Critical Review

Ngozika Confidencd Akosile & Emmanuel Niiboye Odai · Asian Journal of Advanced Research and Reports · 2026

Multimodal artificial intelligence (AI) combines behavioural, linguistic, physiological, questionnaire and contextual signals to identify depression or anxiety. Although reported discrimination is frequently promising, diagnostic accuracy, transportability and clinical benefit re...