Demographic Confounding in Voice-Based Parkinson Disease Screening: Methodological Analysis of the Bridge2AI Voice Dataset

Shikhar Shukla, Parvati Naliyatthaliyazchayil, Judy W Gichoya, Saptarshi Purkayastha

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DOI: 10.2196/95609
Published: 2026-08-20
Container: Journal of Medical Internet Research
Publisher: JMIR Publications Inc.
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.2196/95609,
  title = {Demographic Confounding in Voice-Based Parkinson Disease Screening: Methodological Analysis of the Bridge2AI Voice Dataset},
  author = {Shikhar Shukla and Parvati Naliyatthaliyazchayil and Judy W Gichoya and Saptarshi Purkayastha},
  year = {2026},
  journal = {Journal of Medical Internet Research},
  doi = {10.2196/95609},
  url = {https://doi.org/10.2196/95609}
}

RIS

TY  - JOUR
TI  - Demographic Confounding in Voice-Based Parkinson Disease Screening: Methodological Analysis of the Bridge2AI Voice Dataset
AU  - Shikhar Shukla
AU  - Parvati Naliyatthaliyazchayil
AU  - Judy W Gichoya
AU  - Saptarshi Purkayastha
PY  - 2026
JO  - Journal of Medical Internet Research
DO  - 10.2196/95609
UR  - https://doi.org/10.2196/95609
ER  -

APA

Shukla, S., Naliyatthaliyazchayil, P., Gichoya, J. W., & Purkayastha, S. (2026). Demographic Confounding in Voice-Based Parkinson Disease Screening: Methodological Analysis of the Bridge2AI Voice Dataset. Journal of Medical Internet Research. https://doi.org/10.2196/95609

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crossref · retrieved 2026-09-25T10:32:33.924Z