#VoiceBiomarkers
"Demographic Confounding in Voice-Based Parkinson Disease Screening: Methodological Analysis of the Bridge2AI Voice Dataset" finds age/site confounding inflates voice AI metrics; adjusted PD AUC: 0.726–0.798. #Parkinson #AI #VoiceBiomarkers doi.org/10.2196/95609
https://doi.org/10.2196/95609
doi.org
August 30, 2026 at 6:52 PM
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Your voice holds data your phone can’t see:
Tone. Tempo. Hesitation.
Cognitive load. Executive function. Emotional regulation.
Try getting that from a tap.
#VoiceBiomarkers #BrainInterface
June 1, 2025 at 3:22 AM