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

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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
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PubType: Academic Journal
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  Data: <searchLink fieldCode="AU" term="%22Mali+SA%22">Mali SA</searchLink>; Department of Precision Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, The Netherlands. s.mali@maastrichtuniversity.nl.<br /><searchLink fieldCode="AU" term="%22Salahuddin+Z%22">Salahuddin Z</searchLink>; Department of Precision Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Zhang+Y%22">Zhang Y</searchLink>; Department of Precision Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Aichert+A%22">Aichert A</searchLink>; Digital Technology and Innovation, Siemens Healthcare GmbH, Erlangen, Germany.<br /><searchLink fieldCode="AU" term="%22Zhong+X%22">Zhong X</searchLink>; Department of Medical Ultrasonics, Institute of Diagnostic and Interventional Ultrasound, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Woodruff+HC%22">Woodruff HC</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Bobowicz+M%22">Bobowicz M</searchLink>; 2nd Department of Radiology, Medical University of Gdańsk, Gdańsk, Poland.<br /><searchLink fieldCode="AU" term="%22Riklund+K%22">Riklund K</searchLink>; Umeå Center for Functional Brain Imaging (UFBI), Umeå University, Umeå, Sweden.; Department of Diagnostics and Intervention, Umeå university, Umeå, Sweden.<br /><searchLink fieldCode="AU" term="%22Kupčinskas+J%22">Kupčinskas J</searchLink>; Department of Gastroenterology, Lithuanian University of Health Sciences, Kaunas; Institute for Digestive Research, Lithuanian University of Health Sciences, Kaunas, Lithuania.<br /><searchLink fieldCode="AU" term="%22Faggioni+L%22">Faggioni L</searchLink>; Department of Translational Research, Academic Radiology, University of Pisa, Pisa, Italy.<br /><searchLink fieldCode="AU" term="%22Francischello+R%22">Francischello R</searchLink>; Department of Translational Research, Academic Radiology, University of Pisa, Pisa, Italy.<br /><searchLink fieldCode="AU" term="%22Miclea+RL%22">Miclea RL</searchLink>; Department of Radiology and Nuclear Medicine, Maastricht University Medical Center+, Maastricht, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Lambin+P%22">Lambin P</searchLink>; 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.
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        Value: 10.1038/s41698-026-01482-2
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              M: 05
              Text: 2026 May 27
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