Automated Speech Analysis for Risk Detection of Depression, Anxiety, Insomnia, and Fatigue: Algorithm Development and Validation Study

• Autori principali: Rachid Riad (Autore), Martin Denais (Autore), Marc de Gennes (Autore), Adrien Lesage (Autore), Vincent Oustric (Autore), Xuan Nga Cao (Autore), Stéphane Mouchabac (Autore), Alexis Bourla (Autore)
• Natura: Libro
• Pubblicazione: JMIR Publications, 2024-10-01T00:00:00Z.
• Soggetti: article
• Accesso online: Connect to this object online.

BackgroundWhile speech analysis holds promise for mental health assessment, research often focuses on single symptoms, despite symptom co-occurrences and interactions. In addition, predictive models in mental health do not properly assess the limitations of speech-based systems, such as uncertainty,...