Voice Phenotyping and Vocal Biomarkers

Articles published in this theme: 22 (scroll down to load remaining articles)

2026

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Prediction of Aspiration Risk by Using Vocal Biomarkers: Machine Learning Development and Validation Study

Cyril Varghese, Jianwei Zhang, Sara Charney, Abdelmohaymin A Abdalla, Elizabeth Reeves, Stacy Holyfield, Adam E Brown, Michelle K Higgins, Hunter Stearns, Julie Liss, Nan Zhang, Diana Orbelo, Rebecca L Pittelko, Lindsay Rigelman, Victor Ortega, David G Lott, Visar Berisha

JMIR Form Res 2026 (Mar 04); 10:e86069

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Machine Learning–Based Audiovisual Phenotyping for Measuring Communication, Shared Decision-Making, and Trust

Shely Khaikin, Vineet Tiruvadi, Jeffrey Brooks, Alice Baird, Anne-Catherine Grela-Mpoko, Lindsey Hoffman, Jadyn Crossley, Menachem Leasy, Jaime Fineman, Margot Savoy, Laura Igarabuza, Anuradha Paranjape, Cheryl YS Foo, Michael L Birnbaum, Yaara Zisman-Ilani

JMIR Form Res 2026 (Mar 03); 10:e85906

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Evaluating an AI-Enabled Mobile Mental Health Monitoring Tool Among Family Caregivers of Adults Living With Cancer: Single-Arm Feasibility and Acceptability Trial Protocol

Chiara Acquati, Michael Aratow, Tahmida Nazreen, Arunima Bhattacharjee, Isabella K Marra, Ashley S Alexander

JMIR Res Protoc 2026 (Feb 12); 15:e83276

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Developing a Multimodal Screening Algorithm for Mild Cognitive Impairment and Early Dementia in Home Health Care: Protocol for a Cross-Sectional Case-Control Study Using Speech Analysis, Large Language Models, and Electronic Health Records

Maryam Zolnoori

JMIR Res Protoc 2026 (Feb 02); 15:e82731

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Mild Cognitive Impairment Detection System Based on Unstructured Spontaneous Speech: Longitudinal Dual-Modal Framework

Yu-Shan Liao, Thiri Wai, Ting-Yun Liao, Ho-Ling Chang, Yu-Ling Chang, Li-Chen Fu

JMIR Med Inform 2026 (Jan 15); 14:e80883

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Assessing the Role of Medical Caption Technology to Support Physician-Patient Communication for Patients With Hearing Loss: Mixed Methods Pilot Study

Sarah E Hughes, Liang-Yuan Wu, Lindsay J Ma, Dhruv Jain, Michael M McKee

JMIR Rehabil Assist Technol 2026 (Jan 15); 13:e79073

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2025

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Noise-Resilient Bioacoustics Feature Extraction Methods and Their Implications on Audio Classification Performance: Systematic Review

Geofrey Owino, Bernard Shibwabo

JMIR Biomed Eng 2025 (Dec 16); 10:e80089

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Automated Speech Analysis for Screening and Monitoring Bipolar Depression: Machine Learning Model Development and Interpretation Study

Sooyeon Min, Tae-Sung Yeum, Daun Shin, Sang Jin Rhee, Hyunju Lee, Han-Sung Lee, Seongmin Park, Jihwa Lee, Yong Min Ahn

JMIR Med Inform 2025 (Dec 04); 13:e79093

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Dynamic Assessment of Fine Motor Control and Vocalization in Parkinson Disease Through a Smartphone App: Cross-Sectional Study of Time-Severity Interaction Effects

Youho Myong, Seo Jung Yun, Kyudong Park, Byung-Mo Oh, Han Gil Seo

JMIR Mhealth Uhealth 2025 (Nov 13); 13:e69028

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Performance of Automatic Speech Analysis in Detecting Depression: Systematic Review and Meta-Analysis

Patricia Laura Maran, María Dolores Braquehais, Alexandra Vlaic, María Teresa Alonzo-Castillo, Júlia Vendrell-Serres, Josep Antoni Ramos-Quiroga, Amanda Rodríguez-Urrutia

JMIR Ment Health 2025 (Oct 22); 12:e67802

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Speech Emotion Recognition in Mental Health: Systematic Review of Voice-Based Applications

Eric Jordan, Raphaël Terrisse, Valeria Lucarini, Motasem Alrahabi, Marie-Odile Krebs, Julien Desclés, Christophe Lemey

JMIR Ment Health 2025 (Sep 30); 12:e74260

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“Digital Clinicians” Performing Obesity Medication Self-Injection Education: Feasibility Randomized Controlled Trial

Sean Coleman, Caitríona Lynch, Hemendra Worlikar, Emily Kelly, Kate Loveys, Andrew J Simpkin, Jane C Walsh, Elizabeth Broadbent, Francis M Finucane, Derek O' Keeffe

JMIR Diabetes 2025 (Jul 30); 10:e63503

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Collection and Analysis of Repeated Speech Samples: Methodological Framework and Example Protocol

Nicholas Cummins, Lauren Louise White, Zahia Rahman, Catriona Lucas, Tian Pan, Ewan Carr, Faith Matcham, Johnny Downs, Richard Dobson, Thomas F Quatieri, Judith Dineley

JMIR Res Protoc 2025 (Jul 22); 14:e69431

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Optimizing Voice Sample Quantity and Recording Settings for the Prediction of Type 2 Diabetes Mellitus: Retrospective Study

Atousa Assadi, Jessica Oreskovic, Jaycee Kaufman, Yan Fossat

JMIR Biomed Eng 2025 (Jun 26); 10:e64357

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Digital Phenotyping for Detecting Depression Severity in a Large Payor-Provider System: Retrospective Study of Speech and Language Model Performance

Bradley Karlin, Doug Henry, Ryan Anderson, Salvatore Cieri, Michael Aratow, Elizabeth Shriberg, Michelle Hoy

JMIR AI 2025 (Jun 19); 4:e69149

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Current Technological Advances in Dysphagia Screening: Systematic Scoping Review

Duo Wai-Chi Wong, Jiao Wang, Sophia Ming-Yan Cheung, Derek Ka-Hei Lai, Armstrong Tat-San Chiu, Dai Pu, James Chung-Wai Cheung, Timothy Chi-Yui Kwok

J Med Internet Res 2025 (May 05); 27:e65551

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Advancing Politeness and Assertive Communication Through Tone of Voice in Crisis Team Situations: Pre-Post Acoustic Analysis Study of Team and Strategies to Enhance Performance and Patient Safety (TeamSTEPPS) Virtual Simulation for Interprofessional Education in Health Care Undergraduate Students

Sujinat Jitwiriyanont, Rattanasuwan Rawan, Khuansiri Narajeenron

J Med Internet Res 2025 (Apr 21); 27:e66988

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Machine Learning Approach to Identifying Empathy Using the Vocals of Mental Health Helpline Counselors: Algorithm Development and Validation

Ruvini Sanjeewa, Ravi Iyer, Pragalathan Apputhurai, Nilmini Wickramasinghe, Denny Meyer

JMIR Form Res 2025 (Apr 16); 9:e67835

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Acoustic Features for Identifying Suicide Risk in Crisis Hotline Callers: Machine Learning Approach

Zhengyuan Su, Huadong Jiang, Ying Yang, Xiangqing Hou, Yanli Su, Li Yang

J Med Internet Res 2025 (Apr 14); 27:e67772

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Survey on Pain Detection Using Machine Learning Models: Narrative Review

Ruijie Fang, Elahe Hosseini, Ruoyu Zhang, Chongzhou Fang, Setareh Rafatirad, Houman Homayoun

JMIR AI 2025 (Feb 24); 4:e53026

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