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Improving performance and generalizability in radiogenomics: a pilot study for prediction of IDH1/2 mutation status in gliomas with multicentric data

Purpose: Radiogenomics offers a potential virtual and noninvasive biopsy. However, radiogenomics models often suffer from generalizability issues, which cause a performance degradation on unseen data. In MRI, differences in the sequence parameters, manufacturers, and scanners make this generalizabil...

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Detalles Bibliográficos
Autores principales: Santinha, João, Matos, Celso, Figueiredo, Mário, Papanikolaou, Nikolaos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Society of Photo-Optical Instrumentation Engineers 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8082292/
https://www.ncbi.nlm.nih.gov/pubmed/33937440
http://dx.doi.org/10.1117/1.JMI.8.3.031905