A journey toward artificial intelligence-assisted automated sleep scoring

Sleep scoring is a tedious, time-consuming process that presents a huge challenge in clinics. Leveraging the state-of-the-art U-net architecture, Zhang et al. developed a deep learning algorithm to simultaneously annotate basic and pathologic sleep stages. This model can analyze a full-length sleep...

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Detalles Bibliográficos
Autor principal: Chang, Rui B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
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Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8767306/
https://www.ncbi.nlm.nih.gov/pubmed/35079722
http://dx.doi.org/10.1016/j.patter.2021.100429
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author Chang, Rui B.
author_facet Chang, Rui B.
author_sort Chang, Rui B.
collection PubMed
description Sleep scoring is a tedious, time-consuming process that presents a huge challenge in clinics. Leveraging the state-of-the-art U-net architecture, Zhang et al. developed a deep learning algorithm to simultaneously annotate basic and pathologic sleep stages. This model can analyze a full-length sleep record in a few seconds with high accuracy.
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spelling pubmed-87673062022-01-24 A journey toward artificial intelligence-assisted automated sleep scoring Chang, Rui B. Patterns (N Y) Preview Sleep scoring is a tedious, time-consuming process that presents a huge challenge in clinics. Leveraging the state-of-the-art U-net architecture, Zhang et al. developed a deep learning algorithm to simultaneously annotate basic and pathologic sleep stages. This model can analyze a full-length sleep record in a few seconds with high accuracy. Elsevier 2022-01-14 /pmc/articles/PMC8767306/ /pubmed/35079722 http://dx.doi.org/10.1016/j.patter.2021.100429 Text en © 2021 The Author https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Preview
Chang, Rui B.
A journey toward artificial intelligence-assisted automated sleep scoring
title A journey toward artificial intelligence-assisted automated sleep scoring
title_full A journey toward artificial intelligence-assisted automated sleep scoring
title_fullStr A journey toward artificial intelligence-assisted automated sleep scoring
title_full_unstemmed A journey toward artificial intelligence-assisted automated sleep scoring
title_short A journey toward artificial intelligence-assisted automated sleep scoring
title_sort journey toward artificial intelligence-assisted automated sleep scoring
topic Preview
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8767306/
https://www.ncbi.nlm.nih.gov/pubmed/35079722
http://dx.doi.org/10.1016/j.patter.2021.100429
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