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Opening the black box of machine learning in radiology: can the proximity of annotated cases be a way?

Machine learning (ML) and deep learning (DL) systems, currently employed in medical image analysis, are data-driven models often considered as black boxes. However, improved transparency is needed to translate automated decision-making to clinical practice. To this aim, we propose a strategy to open...

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Detalles Bibliográficos
Autores principales: Baselli, Giuseppe, Codari, Marina, Sardanelli, Francesco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7200961/
https://www.ncbi.nlm.nih.gov/pubmed/32372200
http://dx.doi.org/10.1186/s41747-020-00159-0