such as, recent initiatives in clinical speech AI have centered on the cross-sectional classification of despair from limited speech samples5,26. specified the nicely-documented variability in speech production47, the restrictions of present instruments for detecting depression40, along with the heterogeneity inside the manifestation of melancholy