AI-driven speech biomarkers for disease diagnosis and monitoring: a systematic review and meta-analysis
- DOI
- 10.1136/bmjebm-2025-113759
- Published
- 2025-10-08
- Container
- BMJ Evidence-Based Medicine
- Publisher
- BMJ
- Open access
- unknown
Credibility signals
uncertain Score 64/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.
Show all credibility signals
- supportingDOI registered: A matching record was returned by Crossref.
- supportingDOI resolves: A matching record was returned by Crossref.
- 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.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- 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.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- supportingMetadata completeness: All 6 scored descriptive metadata groups are present.
Cite this work
BibTeX
@article{allodium:10.1136/bmjebm-2025-113759,
title = {AI-driven speech biomarkers for disease diagnosis and monitoring: a systematic review and meta-analysis},
author = {Yi Yang and Xiaoyan Zhao and Peng Zhao and Dire Ying and Junyu Wang and Yihe Jiang and Qiaoqin Wan},
year = {2025},
journal = {BMJ Evidence-Based Medicine},
doi = {10.1136/bmjebm-2025-113759},
url = {https://doi.org/10.1136/bmjebm-2025-113759}
}RIS
TY - JOUR TI - AI-driven speech biomarkers for disease diagnosis and monitoring: a systematic review and meta-analysis AU - Yi Yang AU - Xiaoyan Zhao AU - Peng Zhao AU - Dire Ying AU - Junyu Wang AU - Yihe Jiang AU - Qiaoqin Wan PY - 2025 JO - BMJ Evidence-Based Medicine DO - 10.1136/bmjebm-2025-113759 UR - https://doi.org/10.1136/bmjebm-2025-113759 ER -
APA
Yang, Y., Zhao, X., Zhao, P., Ying, D., Wang, J., Jiang, Y., & Wan, Q. (2025). AI-driven speech biomarkers for disease diagnosis and monitoring: a systematic review and meta-analysis. BMJ Evidence-Based Medicine. https://doi.org/10.1136/bmjebm-2025-113759
Source records
- crossref · retrieved 2026-11-10T13:28:16.506Z