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Causality matters in medical imaging

Causal reasoning can shed new light on the major challenges in machine learning for medical imaging: scarcity of high-quality annotated data and mismatch between the development dataset and the target environment. A causal perspective on these issues allows decisions about data collection, annotatio...

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Detalles Bibliográficos
Autores principales: Castro, Daniel C., Walker, Ian, Glocker, Ben
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7376027/
https://www.ncbi.nlm.nih.gov/pubmed/32699250
http://dx.doi.org/10.1038/s41467-020-17478-w