Multicenter Validation of Foundation Model Adaptation for Automated Pancreatic Tumor Delineation on CT Scans

Halil Ertugrul Aktas, Eminenur Sen Tasci, Linkai Peng, Muhammed Enes Tasci, Yavuz B. Taktak, Sitki Safa Taflan, Baver Tutun, Fergan Bol, Murat Iren, Mucahit Ekici, Andrea Mia Bejar, Elif Keles, Hongyi Pan, Wanying Dou, Burak Gultekin, Alper Akin, Oyku Ikizgul, Okan Cetin, Emre Uysal, Maide Mureva, Mustafa Orhan Nalbant, Nurullah Kaya, Alpay Medetalibeyoglu, Kadir Atakir, Berna Akkus Yildirim, Gulbiz Dagoglu Kartal, Zongwei Zhou, Sukru Mehmet Erturk, Frank H. Miller, Gorkem Durak, Ulas Bagci

Open source

DOI: 10.3390/cancers18172836
Published: 2026-09-01
Container: Cancers
Publisher: MDPI AG
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. Source: Crossref; license: CC0 metadata
supportingDOI resolves: A matching record was returned by Crossref. 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
not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
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
supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.3390/cancers18172836,
  title = {Multicenter Validation of Foundation Model Adaptation for Automated Pancreatic Tumor Delineation on CT Scans},
  author = {Halil Ertugrul Aktas and Eminenur Sen Tasci and Linkai Peng and Muhammed Enes Tasci and Yavuz B. Taktak and Sitki Safa Taflan and Baver Tutun and Fergan Bol and Murat Iren and Mucahit Ekici and Andrea Mia Bejar and Elif Keles and Hongyi Pan and Wanying Dou and Burak Gultekin and Alper Akin and Oyku Ikizgul and Okan Cetin and Emre Uysal and Maide Mureva and Mustafa Orhan Nalbant and Nurullah Kaya and Alpay Medetalibeyoglu and Kadir Atakir and Berna Akkus Yildirim and Gulbiz Dagoglu Kartal and Zongwei Zhou and Sukru Mehmet Erturk and Frank H. Miller and Gorkem Durak and Ulas Bagci},
  year = {2026},
  journal = {Cancers},
  doi = {10.3390/cancers18172836},
  url = {https://doi.org/10.3390/cancers18172836}
}

RIS

TY  - JOUR
TI  - Multicenter Validation of Foundation Model Adaptation for Automated Pancreatic Tumor Delineation on CT Scans
AU  - Halil Ertugrul Aktas
AU  - Eminenur Sen Tasci
AU  - Linkai Peng
AU  - Muhammed Enes Tasci
AU  - Yavuz B. Taktak
AU  - Sitki Safa Taflan
AU  - Baver Tutun
AU  - Fergan Bol
AU  - Murat Iren
AU  - Mucahit Ekici
AU  - Andrea Mia Bejar
AU  - Elif Keles
AU  - Hongyi Pan
AU  - Wanying Dou
AU  - Burak Gultekin
AU  - Alper Akin
AU  - Oyku Ikizgul
AU  - Okan Cetin
AU  - Emre Uysal
AU  - Maide Mureva
AU  - Mustafa Orhan Nalbant
AU  - Nurullah Kaya
AU  - Alpay Medetalibeyoglu
AU  - Kadir Atakir
AU  - Berna Akkus Yildirim
AU  - Gulbiz Dagoglu Kartal
AU  - Zongwei Zhou
AU  - Sukru Mehmet Erturk
AU  - Frank H. Miller
AU  - Gorkem Durak
AU  - Ulas Bagci
PY  - 2026
JO  - Cancers
DO  - 10.3390/cancers18172836
UR  - https://doi.org/10.3390/cancers18172836
ER  -

APA

Aktas, H. E., Tasci, E. S., Peng, L., Tasci, M. E., Taktak, Y. B., Taflan, S. S., Tutun, B., Bol, F., Iren, M., Ekici, M., Bejar, A. M., Keles, E., Pan, H., Dou, W., Gultekin, B., Akin, A., Ikizgul, O., Cetin, O., Uysal, E., Mureva, M., Nalbant, M. O., Kaya, N., Medetalibeyoglu, A., Atakir, K., Yildirim, B. A., Kartal, G. D., Zhou, Z., Erturk, S. M., Miller, F. H., Durak, G., & Bagci, U. (2026). Multicenter Validation of Foundation Model Adaptation for Automated Pancreatic Tumor Delineation on CT Scans. Cancers. https://doi.org/10.3390/cancers18172836

Source records

crossref · retrieved 2026-09-25T20:40:26.942Z