A multitask Transformer-VAE framework for robust PPG denoising and atrial fibrillation screening.
- DOI
- 10.1186/s12880-026-02399-9
- Published
- 2026 May 16
- Container
- BMC medical imaging
- Publisher
- Not recorded
- Open access
- yes
Credibility signals
uncertain Score 53/100 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.
- cautionDOI resolves: No matching Crossref record was present in this response.
- supportingDirectory of Open Access Journals: A matching record was returned by DOAJ.
- 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.
- supportingOpen access status: Normalized open-access status: open.
- 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.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Cite this work
BibTeX
@article{allodium:10.1186/s12880-026-02399-9,
title = {A multitask Transformer-VAE framework for robust PPG denoising and atrial fibrillation screening.},
author = {Zhang L and Yuan L},
year = {2026},
journal = {BMC medical imaging},
doi = {10.1186/s12880-026-02399-9},
url = {https://doi.org/10.1186/s12880-026-02399-9}
}RIS
TY - JOUR TI - A multitask Transformer-VAE framework for robust PPG denoising and atrial fibrillation screening. AU - Zhang L AU - Yuan L PY - 2026 JO - BMC medical imaging DO - 10.1186/s12880-026-02399-9 UR - https://doi.org/10.1186/s12880-026-02399-9 ER -
APA
L, Z., & L, Y. (2026). A multitask Transformer-VAE framework for robust PPG denoising and atrial fibrillation screening.. BMC medical imaging. https://doi.org/10.1186/s12880-026-02399-9