Accessible cartilage tumor malignancy prediction via vision-language foundation model adaptation.

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Bibliographic Details
Title: Accessible cartilage tumor malignancy prediction via vision-language foundation model adaptation.
Authors: He X; Athinoula A. Martinos Center for Biomedical Imaging, Harvard Medical School, Boston, MA, USA.; Department of Radiology, Massachusetts General Hospital, Boston, MA, USA., Stewart ZE; Department of Radiology, Massachusetts General Hospital, Boston, MA, USA., Gonzalez MR; Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA, USA., Hung YP; Department of Pathology, Massachusetts General Hospital, Boston, MA, USA., Ossiani TS; Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA, USA., Chen YH; Department of Radiology, Massachusetts General Hospital, Boston, MA, USA., Werenski JO; Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA, USA., Mercer RW; Department of Radiology, Massachusetts General Hospital, Boston, MA, USA., Zhou Z; Department of Radiology, Massachusetts General Hospital, Boston, MA, USA., Brown K; Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA, USA., Lozano-Calderon SA; Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA, USA., Liu F; Athinoula A. Martinos Center for Biomedical Imaging, Harvard Medical School, Boston, MA, USA. fliu12@mgh.harvard.edu.; Department of Radiology, Massachusetts General Hospital, Boston, MA, USA. fliu12@mgh.harvard.edu.
Source: Skeletal radiology [Skeletal Radiol] 2026 May; Vol. 55 (5), pp. 1073-1085. Date of Electronic Publication: 2026 Jan 17.
Publication Type: Journal Article
Journal Info: Publisher: Springer Verlag Country of Publication: Germany NLM ID: 7701953 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1432-2161 (Electronic) Linking ISSN: 03642348 NLM ISO Abbreviation: Skeletal Radiol Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1432-2161
DOI:10.1007/s00256-026-05131-4