Master protocols in vocal biomarker development to reduce variability and advance clinical precision: a narrative review

IntroductionVocal biomarkers, defined as acoustic or linguistic features extracted from voice samples, are an emerging innovation in medical diagnostics. Utilizing artificial intelligence, machine learning, or traditional acoustic analysis, vocal biomarkers have shown promise in detecting and monito...

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Bibliographic Details
Main Authors: Ayush Kalia, Micah Boyer, Guy Fagherazzi, Jean-Christophe Bélisle-Pipon, Yael Bensoussan
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-06-01
Series:Frontiers in Digital Health
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Online Access:https://www.frontiersin.org/articles/10.3389/fdgth.2025.1619183/full
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