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Ethical Considerations for AI-Enabled Voice Analysis: Features of an Emerging Bioethics Literature
Michele D Anzabi1, Austin M Stroud1, Richard R Sharp1
1Department of Quantitative Health Sciences, Biomedical Ethics Research Program, Mayo Clinic, Rochester, MN, USA.
AJOB Empirical Bioethics
|March 7, 2026
Summary
Voice analysis in healthcare offers benefits but raises ethical concerns. Further research is needed to understand stakeholder perspectives for successful adoption of these AI-driven clinical tools.
Area of Science:
- Digital health
- Artificial intelligence in healthcare
- Bioethics
Background:
- Voice analysis is emerging as a digital biomarker for health conditions.
- Healthcare institutions are exploring voice technology for improved patient outcomes and efficiency.
- Ethical considerations are crucial for the responsible implementation of voice analysis in clinical settings.
Purpose of the Study:
- To review the literature on ethical concerns of artificial intelligence (AI)-enabled voice analysis in clinical applications.
- To inform AI ethics scholars, consultants, and instructors about the ethical landscape of clinical voice analysis.
Main Methods:
- Literature review of studies published between 2010 and 2023.
- Searched databases including PubMed, Web of Science, Scopus, OVID Embase, and Google Scholar.
- Evaluated 1871 articles, with 48 included in the final review focusing on ethical aspects.
Main Results:
- Clinical applications include diagnosis of pulmonary/neurological conditions, mental health screening, decision support, and remote monitoring.
- Key ethical themes identified: design, validation, data privacy, health equity, trust, transparency, accountability, patient-provider relationship, and policy.
- Ethical design and validation, data privacy, health equity, and trust were prominent concerns.
Conclusions:
- Further research is essential to understand stakeholder perspectives for the successful adoption of voice analysis technologies in healthcare.
- Developing policies and best practices requires a comprehensive understanding of ethical challenges and user viewpoints.
- Integrating ethical considerations into the development and deployment of AI-driven voice analysis is critical for healthcare innovation.
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