Auditing a Vocal Biomarker Model for Demographic Bias
Models trained on narrow demographics fail silently on patients they've never learned from.
Tariq Alsamarraie
Section
Features
4 stories in Features.
An On-Device Speech Pipeline That Discards Audio
A guide to building voice systems that genuinely keep audio off servers, not just claim to.
Chidera Nwankwo-Reid
A Test-Retest Reliability Study for a Voice-Derived Score
A voice-based cognitive-load score needs test-retest reliability or it measures nothing but noise.
Wiktoria Zielinska-Brandt
Phrasing a Voice Score So It Stays a Wellness Claim
One word choice separates a useful wellness app from an FDA enforcement action.
Claudette Marcelin