Evidence map›Paper›PMID 42738357›Full record

ArticleCancers2026

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 and 21 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Cancers, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

31 authors.

Halil Ertugrul AktasMachine & Hybrid Intelligence Lab, Department of Radiology, Northwestern University, Chicago, IL 60611, USA.ORCID 0009-0009-9491-8122
Eminenur Sen TasciMachine & Hybrid Intelligence Lab, Department of Radiology, Northwestern University, Chicago, IL 60611, USA.
Linkai PengMachine & Hybrid Intelligence Lab, Department of Radiology, Northwestern University, Chicago, IL 60611, USA.
Muhammed Enes TasciMachine & Hybrid Intelligence Lab, Department of Radiology, Northwestern University, Chicago, IL 60611, USA.
Yavuz B TaktakDepartment of Radiology, Istanbul Faculty of Medicine, Istanbul University, Istanbul 34093, Turkey.ORCID 0009-0000-2558-416X
Sitki Safa TaflanDepartment of Radiology, Istanbul Faculty of Medicine, Istanbul University, Istanbul 34093, Turkey.ORCID 0009-0000-4623-0053
Baver TutunDepartment of Radiation Oncology, University of Health Sciences, Prof. Dr. Cemil Tascioglu City Hospital, Istanbul 34384, Turkey.ORCID 0000-0001-8356-3762
Fergan BolDepartment of Radiology, University of Health Sciences, Istanbul Bakirkoy Dr. Sadi Konuk Training and Research Hospital, Istanbul 34147, Turkey.ORCID 0000-0001-8101-1614
Murat IrenDepartment of Radiology, University of Health Sciences, Istanbul Bakirkoy Dr. Sadi Konuk Training and Research Hospital, Istanbul 34147, Turkey.ORCID 0009-0007-3491-5523
Mucahit EkiciDepartment of Radiology, Harran University, Sanliurfa 63300, Turkey.ORCID 0000-0002-1803-0000
Andrea Mia BejarMachine & Hybrid Intelligence Lab, Department of Radiology, Northwestern University, Chicago, IL 60611, USA.ORCID 0000-0003-2089-5983
Elif KelesMachine & Hybrid Intelligence Lab, Department of Radiology, Northwestern University, Chicago, IL 60611, USA.
Hongyi PanMachine & Hybrid Intelligence Lab, Department of Radiology, Northwestern University, Chicago, IL 60611, USA.ORCID 0000-0001-9421-3936
Wanying DouMachine & Hybrid Intelligence Lab, Department of Radiology, Northwestern University, Chicago, IL 60611, USA.ORCID 0009-0006-8548-6987
Burak GultekinDepartment of Internal Medicine, Uskudar State Hospital, Istanbul 34662, Turkey.ORCID 0009-0009-1375-1384
Alper AkinDepartment of Internal Medicine, Istanbul Faculty of Medicine, Istanbul University, Istanbul 34093, Turkey.ORCID 0000-0002-5911-6791
Oyku IkizgulDepartment of Radiology, Istanbul Faculty of Medicine, Istanbul University, Istanbul 34093, Turkey.
Okan CetinDepartment of Medicine, Boston Medical Center-Brighton, Boston University Chobanian & Avedisian School of Medicine, Boston, MA 02135, USA.
Emre UysalDepartment of Radiation Oncology, University of Health Sciences, Prof. Dr. Cemil Tascioglu City Hospital, Istanbul 34384, Turkey.ORCID 0000-0002-4737-4304
Maide MurevaDepartment of Radiology, University of Health Sciences, Istanbul Bakirkoy Dr. Sadi Konuk Training and Research Hospital, Istanbul 34147, Turkey.
Mustafa Orhan NalbantDepartment of Radiology, University of Health Sciences, Istanbul Bakirkoy Dr. Sadi Konuk Training and Research Hospital, Istanbul 34147, Turkey.
Nurullah KayaDepartment of Radiology, University of Chicago, Chicago, IL 60637, USA.ORCID 0000-0003-0074-159X
Alpay MedetalibeyogluDepartment of Internal Medicine, Istanbul Faculty of Medicine, Istanbul University, Istanbul 34093, Turkey.ORCID 0000-0002-3024-4036
Kadir AtakirDepartment of Radiology, University of Health Sciences, Prof. Dr. Cemil Tascioglu City Hospital, Istanbul 34384, Turkey.
Berna Akkus YildirimDepartment of Radiation Oncology, University of Health Sciences, Prof. Dr. Cemil Tascioglu City Hospital, Istanbul 34384, Turkey.
Gulbiz Dagoglu KartalDepartment of Radiology, Istanbul Faculty of Medicine, Istanbul University, Istanbul 34093, Turkey.
Zongwei ZhouDepartment of Computer Science, Johns Hopkins University, Baltimore, MD 21218, USA.ORCID 0000-0002-3154-9851
Sukru Mehmet ErturkDepartment of Radiology, Istanbul Faculty of Medicine, Istanbul University, Istanbul 34093, Turkey.ORCID 0000-0003-4086-675X
Frank H MillerMachine & Hybrid Intelligence Lab, Department of Radiology, Northwestern University, Chicago, IL 60611, USA.
Gorkem DurakMachine & Hybrid Intelligence Lab, Department of Radiology, Northwestern University, Chicago, IL 60611, USA.ORCID 0000-0002-1608-1955
Ulas BagciMachine & Hybrid Intelligence Lab, Department of Radiology, Northwestern University, Chicago, IL 60611, USA.

Funding

Cyst-X: Interpretable Deep Learning Based Risk Stratification of Pancreatic Cystic TumorsR01CA246704 · NCI · UNIVERSITY OF CENTRAL FLORIDA · PI BAGCI, ULAS · 2020 to 2024
$2.4M
NCI NIH HHS R01 CA246704NIH HHS R01CA246704
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

contrast-enhanced computed tomographyfine-tuningfoundation modelspancreatic ductal adenocarcinomapancreatic tumor segmentationSegment Anything Modeltask-specific adaptation

Identifiers

PMID42738357
PMCPMC13564768

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.