Voice recognition as an innovative method to identify and monitor heart failure - a review
Publication date
2026-04-16
Authors
Fuller, Amy S
Okwose, Nduka C
Charman, Sarah J
Voppel, Alban E
Stefanetti, Renae J
Groenewegen, Amy
Del Franco, Annamaria
Tafelmeier, Maria
Preveden, Andrej
Milovancev, Aleksandra
Editors
Advisors
Supervisors
Document Type
Article
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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.
Keywords
Journal Article, Review
Citation
Fuller, A S, Okwose, N C, Charman, S J, Voppel, A E, Stefanetti, R J, Groenewegen, A, Del Franco, A, Tafelmeier, M, Preveden, A, Milovancev, A, Edwards, D, Nelissen, A P, Barlocco, F, Fornaro, A, Zamorano, J L, Milli, M, Sasso, L, Taborchi, G, Bartolini, S, Fatucchi, S, Banerjee, P, MacGowan, G A, Fernandez, O, Bravo, M J-B, Maier, L S, Olivotto, I, Rutten, F H, Mant, J, Velicki, L, Seferovic, P M, Filipovic, N & Jakovljevic, D G 2026, 'Voice recognition as an innovative method to identify and monitor heart failure - a review', Heart Failure Reviews, vol. 31, no. 1, 58. https://doi.org/10.1007/s10741-026-10625-3