Vision language models versus machine learning models performance on polyp detection and classification in colonoscopy images
- DOI
- 10.1038/s41598-025-29566-2
- Published
- 2025-11-27
- Container
- Scientific Reports
- Publisher
- Springer Science and Business Media LLC
- 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:10.1038/s41598-025-29566-2,
title = {Vision language models versus machine learning models performance on polyp detection and classification in colonoscopy images},
author = {Mohammad Amin Khalafi and Seyed Amir Ahmad Safavi-Naini and Ameneh Salehi and Nariman Naderi and Dorsa Alijanzadeh and Pardis Ketabi Moghadam and Kaveh Kavousi and Negar Golestani and Shabnam Shahrokh and Soltanali Fallah and Jamil S. Samaan and Nicholas P. Tatonetti and Nicholas Hoerter and Girish Nadkarni and Hamid Asadzadeh Aghdaei and Ali Soroush},
year = {2025},
journal = {Scientific Reports},
doi = {10.1038/s41598-025-29566-2},
url = {https://doi.org/10.1038/s41598-025-29566-2}
}RIS
TY - JOUR TI - Vision language models versus machine learning models performance on polyp detection and classification in colonoscopy images AU - Mohammad Amin Khalafi AU - Seyed Amir Ahmad Safavi-Naini AU - Ameneh Salehi AU - Nariman Naderi AU - Dorsa Alijanzadeh AU - Pardis Ketabi Moghadam AU - Kaveh Kavousi AU - Negar Golestani AU - Shabnam Shahrokh AU - Soltanali Fallah AU - Jamil S. Samaan AU - Nicholas P. Tatonetti AU - Nicholas Hoerter AU - Girish Nadkarni AU - Hamid Asadzadeh Aghdaei AU - Ali Soroush PY - 2025 JO - Scientific Reports DO - 10.1038/s41598-025-29566-2 UR - https://doi.org/10.1038/s41598-025-29566-2 ER -
APA
Khalafi, M. A., Safavi-Naini, S. A. A., Salehi, A., Naderi, N., Alijanzadeh, D., Moghadam, P. K., Kavousi, K., Golestani, N., Shahrokh, S., Fallah, S., Samaan, J. S., Tatonetti, N. P., Hoerter, N., Nadkarni, G., Aghdaei, H. A., & Soroush, A. (2025). Vision language models versus machine learning models performance on polyp detection and classification in colonoscopy images. Scientific Reports. https://doi.org/10.1038/s41598-025-29566-2
Source records
- crossref · retrieved 2026-09-25T22:45:43.725Z