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Dual adversarial deconfounding autoencoder for joint batch-effects removal from multi-center and multi-scanner radiomics data

Medical imaging represents the primary tool for investigating and monitoring several diseases, including cancer. The advances in quantitative image analysis have developed towards the extraction of biomarkers able to support clinical decisions. To produce robust results, multi-center studies are oft...

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Detalles Bibliográficos
Autores principales: Cavinato, Lara, Massi, Michela Carlotta, Sollini, Martina, Kirienko, Margarita, Ieva, Francesca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10620174/
https://www.ncbi.nlm.nih.gov/pubmed/37914758
http://dx.doi.org/10.1038/s41598-023-45983-7