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

• Main Authors: Rachid Riad (Author), Martin Denais (Author), Marc de Gennes (Author), Adrien Lesage (Author), Vincent Oustric (Author), Xuan Nga Cao (Author), Stéphane Mouchabac (Author), Alexis Bourla (Author)
• Format: Book
• Published: JMIR Publications, 2024-10-01T00:00:00Z.
• Subjects: article
• Online Access: 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,...