Robust multicentre detection and classification of colorectal liver metastases on CT: application of foundation models.

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Bibliographic Details
Title: Robust multicentre detection and classification of colorectal liver metastases on CT: application of foundation models.
Authors: Mali SA; Department of Precision Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, The Netherlands. s.mali@maastrichtuniversity.nl., Salahuddin Z; Department of Precision Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, The Netherlands., Zhang Y; Department of Precision Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, The Netherlands., Aichert A; Digital Technology and Innovation, Siemens Healthcare GmbH, Erlangen, Germany., Zhong X; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China., Woodruff HC; Department of Precision Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, The Netherlands.; Department of Radiology and Nuclear Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Medical Center+, Maastricht, The Netherlands., Bobowicz M; 2nd Department of Radiology, Medical University of Gdańsk, Gdańsk, Poland., Riklund K; Umeå Center for Functional Brain Imaging (UFBI), Umeå University, Umeå, Sweden.; Department of Diagnostics and Intervention, Umeå university, Umeå, Sweden., Kupčinskas J; Department of Gastroenterology, Lithuanian University of Health Sciences, Kaunas; Institute for Digestive Research, Lithuanian University of Health Sciences, Kaunas, Lithuania., Faggioni L; Department of Translational Research, Academic Radiology, University of Pisa, Pisa, Italy., Francischello R; Department of Translational Research, Academic Radiology, University of Pisa, Pisa, Italy., Miclea RL; Department of Radiology and Nuclear Medicine, Maastricht University Medical Center+, Maastricht, The Netherlands., Lambin P; Department of Precision Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, The Netherlands.; Department of Radiology and Nuclear Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Medical Center+, Maastricht, The Netherlands.
Corporate Authors: EUCanImage working group
Source: NPJ precision oncology [NPJ Precis Oncol] 2026 May 27. Date of Electronic Publication: 2026 May 27.
Publication Type: Journal Article
Journal Info: Publisher: Springer Nature Country of Publication: England NLM ID: 101708166 Publication Model: Print-Electronic Cited Medium: Print ISSN: 2397-768X (Print) Linking ISSN: 2397768X NLM ISO Abbreviation: NPJ Precis Oncol
Database: MEDLINE Ultimate
Description
ISSN:2397-768X
DOI:10.1038/s41698-026-01482-2