Voice recognition as an innovative method to identify and monitor heart failure – a review

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Authors: Amy S. Fuller, Nduka Charles Okwose, Sarah J. Charman, Alban E. Voppel, Renae J. Stefanetti, Amy Groenewegen, Annamaria Del Franco, Maria Tafelmeier, Andrej Preveden, Aleksandra Milovančev, Duncan Edwards, Anne P. Nelissen
+20 more Fausto Barlocco, Alessandra Fornaro, José Luis Zamorano, Massimo Milli, Laura Sasso, Giulia Taborchi, Simone Bartolini, Serena Fatucchi, Prithwish Banerjee, Guy A. MacGowan, Oscar Fernandez, Marta Jiménez-Blanco Bravo, Lars Siegfried Maier, Iacopo Olivotto, Frans H. Rutten, Jonathan Mant, L V Velicki, Petar M. Seferovic, Nenad Filipovic, Djordje G. Jakovljević
Cited by: 1
References: 48

Abstract

Screening of heart failure (HF) remains suboptimal. However, vocal biomarkers are an emerging tool to screen for HF and predict adverse outcomes. This article is a literature review of the current evidence, exploring the use of vocal biomarkers to screen for HF and predict hospitalisation and mortality. Voice may be utilised as a time-efficient method for the screening of HF, risk stratification, and monitoring of disease progression. Vocal biomarkers such as pause ratio and artificial neural networks can screen for HF accurately in a case-control setting. Other vocal markers like maximum phonation time, creak percent are useful to monitor disease progression. Vocal biomarkers appear to match current predictors of one-year mortality, HF related decompensation and hospitalisation. The integration of vocal biomarkers assessment in HF healthcare is promising across primary and secondary care settings. Key challenges including health data protection, regulatory compliance, and user acceptance must be addressed before these tools can be fully integrated into HF clinical care pathway.

Fields of Study & Subjects

Voice and Speech Disorders Phonocardiography and Auscultation Techniques Respiratory and Cough-Related Research

Publication details

Journal / source
Heart Failure Reviews
Publisher
Springer Science and Business Media LLC
Volume
31
Issue
1
Publication date
16 April 2026
Language
EN