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Beyond binary classification: a pilot study of imaging-derived glioma severity modeling using T1-weighted and diffusion MRI radiomics.

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Title: Beyond binary classification: a pilot study of imaging-derived glioma severity modeling using T1-weighted and diffusion MRI radiomics.
Authors: Franco P; Energy Transformation Center, Faculty of Engineering, Universidad Andrés Bello, Santiago, Chile., Montalba C; Biomedical Engineering School, Faculty of Engineering, Universidad de Valparaíso, Valparaíso, Chile.; Biomedical Imaging Center, Pontificia Universidad Católica de Chile, Santiago, Chile.; Radiology Department, School of Medicine, Pontificia Universidad Católica de Chile, Santiago, Chile., Caulier-Cisterna R; Department of Informatics and Computing, Faculty of Engineering, Universidad Tecnológica Metropolitana, Santiago, Chile., Espinoza I; Institute of Physics, Pontificia Universidad Católica de Chile, Santiago, Chile., Cornejo M; Institute of Physics, Pontificia Universidad Católica de Chile, Santiago, Chile., Torres F; Biomedical Engineering School, Faculty of Engineering, Universidad de Valparaíso, Valparaíso, Chile.; Radiology Department, Hospital Carlos Van Buren, Valparaiso, Chile., Bennett C; Neurosurgery Department, Hospital Carlos Van Buren, Valparaiso, Chile., Chabert S; Biomedical Engineering School, Faculty of Engineering, Universidad de Valparaíso, Valparaíso, Chile.; Millennium Institute for Intelligent Healthcare Engineering-iHEALTH, Santiago, Chile.; Center of Interdisciplinary Biomedical and Engineering, Research for Health-MEDING, Universidad de Valparaíso, Valparaíso, Chile., Salas R; Biomedical Engineering School, Faculty of Engineering, Universidad de Valparaíso, Valparaíso, Chile. rodrigo.salas@uv.cl.; Millennium Institute for Intelligent Healthcare Engineering-iHEALTH, Santiago, Chile. rodrigo.salas@uv.cl.; Center of Interdisciplinary Biomedical and Engineering, Research for Health-MEDING, Universidad de Valparaíso, Valparaíso, Chile. rodrigo.salas@uv.cl.
Source: Magma (New York, N.Y.) [MAGMA] 2026 Apr 28. Date of Electronic Publication: 2026 Apr 28.
Publication Type: Journal Article
Journal Info: Publisher: Springer Country of Publication: Germany NLM ID: 9310752 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1352-8661 (Electronic) Linking ISSN: 09685243 NLM ISO Abbreviation: MAGMA Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Franco+P%22">Franco P</searchLink>; Energy Transformation Center, Faculty of Engineering, Universidad Andrés Bello, Santiago, Chile.<br /><searchLink fieldCode="AU" term="%22Montalba+C%22">Montalba C</searchLink>; Biomedical Engineering School, Faculty of Engineering, Universidad de Valparaíso, Valparaíso, Chile.; Biomedical Imaging Center, Pontificia Universidad Católica de Chile, Santiago, Chile.; Radiology Department, School of Medicine, Pontificia Universidad Católica de Chile, Santiago, Chile.<br /><searchLink fieldCode="AU" term="%22Caulier-Cisterna+R%22">Caulier-Cisterna R</searchLink>; Department of Informatics and Computing, Faculty of Engineering, Universidad Tecnológica Metropolitana, Santiago, Chile.<br /><searchLink fieldCode="AU" term="%22Espinoza+I%22">Espinoza I</searchLink>; Institute of Physics, Pontificia Universidad Católica de Chile, Santiago, Chile.<br /><searchLink fieldCode="AU" term="%22Cornejo+M%22">Cornejo M</searchLink>; Institute of Physics, Pontificia Universidad Católica de Chile, Santiago, Chile.<br /><searchLink fieldCode="AU" term="%22Torres+F%22">Torres F</searchLink>; Biomedical Engineering School, Faculty of Engineering, Universidad de Valparaíso, Valparaíso, Chile.; Radiology Department, Hospital Carlos Van Buren, Valparaiso, Chile.<br /><searchLink fieldCode="AU" term="%22Bennett+C%22">Bennett C</searchLink>; Neurosurgery Department, Hospital Carlos Van Buren, Valparaiso, Chile.<br /><searchLink fieldCode="AU" term="%22Chabert+S%22">Chabert S</searchLink>; Biomedical Engineering School, Faculty of Engineering, Universidad de Valparaíso, Valparaíso, Chile.; Millennium Institute for Intelligent Healthcare Engineering-iHEALTH, Santiago, Chile.; Center of Interdisciplinary Biomedical and Engineering, Research for Health-MEDING, Universidad de Valparaíso, Valparaíso, Chile.<br /><searchLink fieldCode="AU" term="%22Salas+R%22">Salas R</searchLink>; Biomedical Engineering School, Faculty of Engineering, Universidad de Valparaíso, Valparaíso, Chile. rodrigo.salas@uv.cl.; Millennium Institute for Intelligent Healthcare Engineering-iHEALTH, Santiago, Chile. rodrigo.salas@uv.cl.; Center of Interdisciplinary Biomedical and Engineering, Research for Health-MEDING, Universidad de Valparaíso, Valparaíso, Chile. rodrigo.salas@uv.cl.
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              Text: 2026 Apr 28
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