Evaluating the performance of large language & visual-language models in cervical cytology screening.
- DOI
- 10.1038/s41698-025-00916-7
- Published
- 2025 May 23
- Container
- NPJ precision oncology
- 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.
- cautionDOI resolves: No matching Crossref record was present in this response.
- 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.
- 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:10.1038/s41698-025-00916-7,
title = {Evaluating the performance of large language \& visual-language models in cervical cytology screening.},
author = {Hong Q and Liu S and Wu L and Lu Q and Yang P and Chen D and Rao G and Liu X and Ye H and Zhuang P and Yang W and Zeng S and Feng Q and Liu X and Cai J and Cheng S},
year = {2025},
journal = {NPJ precision oncology},
doi = {10.1038/s41698-025-00916-7},
url = {https://doi.org/10.1038/s41698-025-00916-7}
}RIS
TY - JOUR TI - Evaluating the performance of large language & visual-language models in cervical cytology screening. AU - Hong Q AU - Liu S AU - Wu L AU - Lu Q AU - Yang P AU - Chen D AU - Rao G AU - Liu X AU - Ye H AU - Zhuang P AU - Yang W AU - Zeng S AU - Feng Q AU - Liu X AU - Cai J AU - Cheng S PY - 2025 JO - NPJ precision oncology DO - 10.1038/s41698-025-00916-7 UR - https://doi.org/10.1038/s41698-025-00916-7 ER -
APA
Q, H., S, L., L, W., Q, L., P, Y., D, C., G, R., X, L., H, Y., P, Z., W, Y., S, Z., Q, F., X, L., J, C., & S, C. (2025). Evaluating the performance of large language & visual-language models in cervical cytology screening.. NPJ precision oncology. https://doi.org/10.1038/s41698-025-00916-7
Source records
- pubmed · retrieved 2026-09-25T20:48:00.304Z