Domain generalisation challenges in breast cancer molecular classification using foundation models: a cross-cohort exploratory study.
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| Title: | Domain generalisation challenges in breast cancer molecular classification using foundation models: a cross-cohort exploratory study. |
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| Authors: | Fernandez-Romero J; Department of Computer Languages and Systems, ETSII, University of Seville, Av. Reina Mercedes s/n, 41012, Seville, Andalusia, Spain., Ramos-Berciano P; Department of Computer Languages and Systems, ETSII, University of Seville, Av. Reina Mercedes s/n, 41012, Seville, Andalusia, Spain., Perez-Perez M; Department of Normal and Pathological Cytology and Histology, Faculty of Medicine, University of Seville, Av. Doctor Fadriani s/n, 41009, Seville, Andalusia, Spain., Benavides D; Department of Computer Languages and Systems, ETSII, University of Seville, Av. Reina Mercedes s/n, 41012, Seville, Andalusia, Spain., Robles-Frias A; UGC Pathology, Hospital Universitario Virgen de Valme, Ctra. de Cádiz Km. 548, 41004, Seville, Andalusia, Spain., Garcia-Gutierrez J; Department of Computer Languages and Systems, ETSII, University of Seville, Av. Reina Mercedes s/n, 41012, Seville, Andalusia, Spain. jorgarcia@us.es., Macias-Garcia L; Department of Normal and Pathological Cytology and Histology, Faculty of Medicine, University of Seville, Av. Doctor Fadriani s/n, 41009, Seville, Andalusia, Spain. |
| Source: | Medical & biological engineering & computing [Med Biol Eng Comput] 2026 Jun; Vol. 64 (6), pp. 2321-2331. Date of Electronic Publication: 2026 May 11. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Springer Country of Publication: United States NLM ID: 7704869 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1741-0444 (Electronic) Linking ISSN: 01400118 NLM ISO Abbreviation: Med Biol Eng Comput Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42113320 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Domain generalisation challenges in breast cancer molecular classification using foundation models: a cross-cohort exploratory study. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Fernandez-Romero+J%22">Fernandez-Romero J</searchLink>; Department of Computer Languages and Systems, ETSII, University of Seville, Av. Reina Mercedes s/n, 41012, Seville, Andalusia, Spain.<br /><searchLink fieldCode="AU" term="%22Ramos-Berciano+P%22">Ramos-Berciano P</searchLink>; Department of Computer Languages and Systems, ETSII, University of Seville, Av. Reina Mercedes s/n, 41012, Seville, Andalusia, Spain.<br /><searchLink fieldCode="AU" term="%22Perez-Perez+M%22">Perez-Perez M</searchLink>; Department of Normal and Pathological Cytology and Histology, Faculty of Medicine, University of Seville, Av. Doctor Fadriani s/n, 41009, Seville, Andalusia, Spain.<br /><searchLink fieldCode="AU" term="%22Benavides+D%22">Benavides D</searchLink>; Department of Computer Languages and Systems, ETSII, University of Seville, Av. Reina Mercedes s/n, 41012, Seville, Andalusia, Spain.<br /><searchLink fieldCode="AU" term="%22Robles-Frias+A%22">Robles-Frias A</searchLink>; UGC Pathology, Hospital Universitario Virgen de Valme, Ctra. de Cádiz Km. 548, 41004, Seville, Andalusia, Spain.<br /><searchLink fieldCode="AU" term="%22Garcia-Gutierrez+J%22">Garcia-Gutierrez J</searchLink>; Department of Computer Languages and Systems, ETSII, University of Seville, Av. Reina Mercedes s/n, 41012, Seville, Andalusia, Spain. jorgarcia@us.es.<br /><searchLink fieldCode="AU" term="%22Macias-Garcia+L%22">Macias-Garcia L</searchLink>; Department of Normal and Pathological Cytology and Histology, Faculty of Medicine, University of Seville, Av. Doctor Fadriani s/n, 41009, Seville, Andalusia, Spain. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%227704869%22">Medical & biological engineering & computing</searchLink> [Med Biol Eng Comput] 2026 Jun; Vol. 64 (6), pp. 2321-2331. <i>Date of Electronic Publication: </i>2026 May 11. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer%22">Springer </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>7704869 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1741-0444 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2201400118%22">01400118 </searchLink><i>NLM ISO Abbreviation: </i>Med Biol Eng Comput <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42113320 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1007/s11517-026-03590-4 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 2321 Titles: – TitleFull: Domain generalisation challenges in breast cancer molecular classification using foundation models: a cross-cohort exploratory study. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Fernandez-Romero J – PersonEntity: Name: NameFull: Ramos-Berciano P – PersonEntity: Name: NameFull: Perez-Perez M – PersonEntity: Name: NameFull: Benavides D – PersonEntity: Name: NameFull: Robles-Frias A – PersonEntity: Name: NameFull: Garcia-Gutierrez J – PersonEntity: Name: NameFull: Macias-Garcia L IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 06 Text: 2026 Jun Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1741-0444 Numbering: – Type: volume Value: 64 – Type: issue Value: 6 Titles: – TitleFull: Medical & biological engineering & computing Type: main |
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