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Automated classification of Alzheimer's disease and mild cognitive impairment using a single MRI and deep neural networks

We built and validated a deep learning algorithm predicting the individual diagnosis of Alzheimer's disease (AD) and mild cognitive impairment who will convert to AD (c-MCI) based on a single cross-sectional brain structural MRI scan. Convolutional neural networks (CNNs) were applied on 3D T1-w...

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Detalles Bibliográficos
Autores principales: Basaia, Silvia, Agosta, Federica, Wagner, Luca, Canu, Elisa, Magnani, Giuseppe, Santangelo, Roberto, Filippi, Massimo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6413333/
https://www.ncbi.nlm.nih.gov/pubmed/30584016
http://dx.doi.org/10.1016/j.nicl.2018.101645

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