Voice-Based Detection of Parkinson's Disease Using Machine and Deep Learning Approaches: A Systematic Review.

Sedigh Malekroodi H, Lee BI, Yi M

DOI: 10.3390/bioengineering12111279
Published: 2025 Nov 20
Container: Bioengineering (Basel, Switzerland)
Publisher: Not recorded
Open access: yes

Credibility signals

limited evidence Score 45/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.3390/bioengineering12111279,
  title = {Voice-Based Detection of Parkinson's Disease Using Machine and Deep Learning Approaches: A Systematic Review.},
  author = {Sedigh Malekroodi H and Lee BI and Yi M},
  year = {2025},
  journal = {Bioengineering (Basel, Switzerland)},
  doi = {10.3390/bioengineering12111279},
  url = {https://doi.org/10.3390/bioengineering12111279}
}

RIS

TY  - JOUR
TI  - Voice-Based Detection of Parkinson's Disease Using Machine and Deep Learning Approaches: A Systematic Review.
AU  - Sedigh Malekroodi H
AU  - Lee BI
AU  - Yi M
PY  - 2025
JO  - Bioengineering (Basel, Switzerland)
DO  - 10.3390/bioengineering12111279
UR  - https://doi.org/10.3390/bioengineering12111279
ER  -

APA

H, S. M., BI, L., & M, Y. (2025). Voice-Based Detection of Parkinson's Disease Using Machine and Deep Learning Approaches: A Systematic Review.. Bioengineering (Basel, Switzerland). https://doi.org/10.3390/bioengineering12111279

Source records

pubmed · retrieved 2026-09-25T08:56:23.718Z