Ralph Justin Uy

Voice and speech as digital biomarkers of mental health: a scoping review of clinical interpretability, data collection and translational readiness

Voice and speech encode acoustic, linguistic, and interactional information associated with mental health. Translating these signals into clinically meaningful digital biomarkers depends not only on predictive performance but on how speech is elicited, how the target state is defined, whether findings generalize be...