Deep learning-based algorithm accurately classifies sleep stages in preadolescent children with sleep-disordered breathing symptoms and age-matched controls.

Somaskandhan, Pranavan; Leppänen, Timo; Terrill, Philip I; Sigurdardottir, Sigridur; Arnardottir, Erna Sif; Ólafsdóttir, Kristín A; Serwatko, Marta; Sigurðardóttir, Sigurveig Þ; Clausen, Michael; Töyräs, Juha; Korkalainen, Henri

Somaskandhan, Pranavan; Leppänen, Timo; Terrill, Philip I; Sigurdardottir, Sigridur; Arnardottir, Erna Sif; Ólafsdóttir, Kristín A; Serwatko, Marta; Sigurðardóttir, Sigurveig Þ; Clausen, Michael; Töyräs, Juha; Korkalainen, Henri.

Afiliação

Somaskandhan P; School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, QLD, Australia.
Leppänen T; School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, QLD, Australia.
Terrill PI; Department of Technical Physics, University of Eastern Finland, Kuopio, Finland.
Sigurdardottir S; Diagnostic Imaging Center, Kuopio University Hospital, Kuopio, Finland.
Arnardottir ES; School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, QLD, Australia.
Ólafsdóttir KA; Reykjavik University Sleep Institute, School of Technology, Reykjavik University, Reykjavik, Iceland.
Serwatko M; Reykjavik University Sleep Institute, School of Technology, Reykjavik University, Reykjavik, Iceland.
Sigurðardóttir SÞ; Internal Medicine Services, Landspitali-The National University Hospital of Iceland, Reykjavik, Iceland.
Clausen M; Reykjavik University Sleep Institute, School of Technology, Reykjavik University, Reykjavik, Iceland.
Töyräs J; Department of Clinical Engineering, Landspitali University Hospital, Reykjavik, Iceland.
Korkalainen H; Department of Immunology, Landspitali University Hospital, Reykjavik, Iceland.

Front Neurol ; 14: 1162998, 2023.

Article em En | MEDLINE | ID: mdl-37122306

Palavras-chave

Pediatric sleep staging; community controls; convolutional neural network; deep learning; inter-rater reliability; pediatric sleep-disordered breathing; preadolescent cohort; recurrent neural network

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Tipo de estudo: Diagnostic_studies / Guideline / Prognostic_studies Idioma: En Ano de publicação: 2023 Tipo de documento: Article

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