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Detection of sleep apnea from single-channel electroencephalogram (EEG) using an explainable convolutional neural network (CNN)

Sleep apnea (SA) is a common disorder involving the cessation of breathing during sleep. It can cause daytime hypersomnia, accidents, and, if allowed to progress, serious, chronic conditions. Continuous positive airway pressure is an effective SA treatment. However, long waitlists impede timely diag...

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Detalles Bibliográficos
Autores principales: Barnes, Lachlan D., Lee, Kevin, Kempa-Liehr, Andreas W., Hallum, Luke E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9469966/
https://www.ncbi.nlm.nih.gov/pubmed/36099242
http://dx.doi.org/10.1371/journal.pone.0272167