This paper is in the following e-collection/theme issue:

Formative Evaluation of Digital Health Interventions (3390) Machine Learning (2195) Natural Language Processing (941) Computer-Aided Diagnosis (273) Digital Biomarkers and Digital Phenotyping (311) Voice Phenotyping and Vocal Biomarkers (22) ENT (Ear, Nose, Throat) (38) Respiratory Medicine (165)

Published on in Vol 10 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/86069, first published .
Prediction of Aspiration Risk by Using Vocal Biomarkers: Machine Learning Development and Validation Study

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

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

Authors of this article:

Cyril Varghese1 Author Orcid Image ;   Jianwei Zhang2 Author Orcid Image ;   Sara Charney3 Author Orcid Image ;   Abdelmohaymin A Abdalla1 Author Orcid Image ;   Elizabeth Reeves3 Author Orcid Image ;   Stacy Holyfield3 Author Orcid Image ;   Adam E Brown4 Author Orcid Image ;   Michelle K Higgins4 Author Orcid Image ;   Hunter Stearns4 Author Orcid Image ;   Julie Liss5 Author Orcid Image ;   Nan Zhang6 Author Orcid Image ;   Diana Orbelo7 Author Orcid Image ;   Rebecca L Pittelko7 Author Orcid Image ;   Lindsay Rigelman7 Author Orcid Image ;   Victor Ortega8 Author Orcid Image ;   David G Lott3 Author Orcid Image ;   Visar Berisha2 Author Orcid Image
Article Authors Cited by Tweetations (1) Metrics

Cyril Varghese   1 , MD, MS ;   Jianwei Zhang   2 , PhD ;   Sara Charney   3 , MS, CCC-SLP ;   Abdelmohaymin A Abdalla   1 , MBBS ;   Elizabeth Reeves   3 , MS, CCC-SLP ;   Stacy Holyfield   3 , MS, CCC-SLP ;   Adam E Brown   4 , BS ;   Michelle K Higgins   4 , MD, PhD ;   Hunter Stearns   4 , BS ;   Julie Liss   5 , PhD, CCC-SLP ;   Nan Zhang   6 , MS ;   Diana Orbelo   7 , PhD, CCC-SLP ;   Rebecca L Pittelko   7 , MS, CCC-SLP ;   Lindsay Rigelman   7 , MA, CCC-SLP ;   Victor Ortega   8 , MD, PhD ;   David G Lott   3 , MD ;   Visar Berisha   2 , PhD

1 Division of Pulmonary and Department of Critical Care Medicine, Mayo Clinic in Arizona, Phoenix, AZ, United States

2 College of Health Solutions, College of Engineering, Arizona State University, Tempe, AZ, United States

3 Division of Laryngology and Department of Otolaryngology- Head & Neck Surgery, Mayo Clinic in Arizona, Phoenix, AZ, United States

4 Mayo Clinic Alix School of Medicine, Mayo Clinic in Arizona, Phoenix, AZ, United States

5 College of Health Solutions, Arizona State University, Tempe, AZ, United States

6 Department of Quantitative Health Sciences, Mayo Clinic in Arizona, Phoenix, AZ, United States

7 Division of Laryngology and Department of Otolaryngology- Head & Neck Surgery, Mayo Clinic, Rochester, MN, United States

8 Division of Pulmonary, Mayo Clinic in Arizona, Phoenix, AZ, United States

Corresponding Author:

  • Cyril Varghese, MD, MS
  • Division of Pulmonary and Department of Critical Care Medicine
  • Mayo Clinic in Arizona
  • 5777 East Mayo Blvd
  • Phoenix, AZ 85054
  • United States
  • Phone: 1 480-301-8244
  • Email: varghese.cyril@mayo.edu