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

Commentary (107) Dementia and Cognitive Decline (902) Digital Health Reporting Standards, Quality and Transparency in e-Research (240) Machine Learning (3291) Voice Phenotyping and Vocal Biomarkers (36)

Published on in Vol 28 (2026)

This is a member publication of University of Birmingham (Jisc)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/111711, first published .
Elderly man with glasses resting hands on a cane

Explicit Mechanistic Causal Analyses or Interventional Trials Are Required for Objective, Clinical, Voice-Based Parkinson Disease Characterization

Explicit Mechanistic Causal Analyses or Interventional Trials Are Required for Objective, Clinical, Voice-Based Parkinson Disease Characterization

Authors of this article:

Max Little1 Author Orcid Image
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Max Little   1 , DPhil

1 School of Computer Science, University of Birmingham, Birmingham, England, United Kingdom

Corresponding Author:

  • Max Little, DPhil
  • School of Computer Science
  • University of Birmingham
  • Edgbaston
  • Birmingham, England B15 2TT
  • United Kingdom
  • Phone: 44 121 414 3344
  • Email: maxl@mit.edu