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Formative Evaluation of Digital Health Interventions (5340) New Methods (1854) Dementia and Cognitive Decline (911) Machine Learning (3318) Digital Biomarkers and Digital Phenotyping (468) Artificial Intelligence (4956)

Published on in Vol 10 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/89830, first published .
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Remote Identification of APOE-ε4 Carrier Status in Cognitively Normal Adults via Speech Acoustics: Cross-Sectional Observational Study

Remote Identification of APOE-ε4 Carrier Status in Cognitively Normal Adults via Speech Acoustics: Cross-Sectional Observational Study

Authors of this article:

Maryam Tavakoli1 Author Orcid Image ;   Mehrdad Dadgostar1, 2 Author Orcid Image ;   Jordan R Green1, 3 Author Orcid Image ;   David H Salat2, 4, 5 Author Orcid Image ;   Steven E Arnold2, 6 Author Orcid Image ;   Kathryn P Connaghan1 Author Orcid Image ;   Brian Richburg1 Author Orcid Image ;   Nelson V Barnett1 Author Orcid Image ;   Mariam Tkeshelashvili1 Author Orcid Image ;   Marziye Eshghi1, 2, 4 Author Orcid Image
Article Authors Cited by Tweetations Metrics

Maryam Tavakoli   1 * , PhD ;   Mehrdad Dadgostar   1, 2 * , PhD ;   Jordan R Green   1, 3 , PhD ;   David H Salat   2, 4, 5 , PhD ;   Steven E Arnold   2, 6 , MD ;   Kathryn P Connaghan   1 , PhD ;   Brian Richburg   1 , BA ;   Nelson V Barnett   1 , BSc ;   Mariam Tkeshelashvili   1 , BSN ;   Marziye Eshghi   1, 2, 4 , PhD

1 Mass General Brigham University of Health Professions, Charlestown, MA, United States

2 Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Harvard Medical School, Charlestown, MA, United States

3 Speech and Hearing Bioscience and Technology, Harvard University, Boston, MA, United States

4 Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States

5 Neuroimaging Research for Veterans Center, VA Boston Healthcare System, Jamaica Plain, MA, United States

6 Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States

*these authors contributed equally

Corresponding Author:

  • Marziye Eshghi, PhD
  • Mass General Brigham University of Health Professions
  • 1 Constitution Wharf
  • Charlestown, MA 02129
  • United States
  • Phone: 1 6177241275
  • Email: meshghi@mgh.harvard.edu