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

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Title: Deep learning-based algorithm accurately classifies sleep stages in preadolescent children with sleep-disordered breathing symptoms and age-matched controls.
Authors: 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.; Department of Technical Physics, University of Eastern Finland, Kuopio, Finland.; Diagnostic Imaging Center, Kuopio University Hospital, Kuopio, Finland., Terrill PI; School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, QLD, Australia., Sigurdardottir S; Reykjavik University Sleep Institute, School of Technology, Reykjavik University, Reykjavik, Iceland., Arnardottir ES; Reykjavik University Sleep Institute, School of Technology, Reykjavik University, Reykjavik, Iceland.; Internal Medicine Services, Landspitali-The National University Hospital of Iceland, Reykjavik, Iceland., Ólafsdóttir KA; Reykjavik University Sleep Institute, School of Technology, Reykjavik University, Reykjavik, Iceland., Serwatko M; Department of Clinical Engineering, Landspitali University Hospital, Reykjavik, Iceland., Sigurðardóttir SÞ; Department of Immunology, Landspitali University Hospital, Reykjavik, Iceland.; Faculty of Medicine, University of Iceland, Reykjavik, Iceland., Clausen M; Department of Allergy, Landspitali University Hospital, Reykjavik, Iceland.; Children's Hospital Reykjavik, Reykjavik, Iceland., Töyräs J; School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, QLD, Australia.; Department of Technical Physics, University of Eastern Finland, Kuopio, Finland.; Science Service Center, Kuopio University Hospital, Kuopio, Finland., Korkalainen H; Department of Technical Physics, University of Eastern Finland, Kuopio, Finland.; Diagnostic Imaging Center, Kuopio University Hospital, Kuopio, Finland.
Source: Frontiers in neurology [Front Neurol] 2023 Apr 14; Vol. 14, pp. 1162998. Date of Electronic Publication: 2023 Apr 14 (Print Publication: 2023).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Research Foundation Country of Publication: Switzerland NLM ID: 101546899 Publication Model: eCollection Cited Medium: Print ISSN: 1664-2295 (Print) Linking ISSN: 16642295 NLM ISO Abbreviation: Front Neurol Subsets: PubMed not MEDLINE
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  Data: Deep learning-based algorithm accurately classifies sleep stages in preadolescent children with sleep-disordered breathing symptoms and age-matched controls.
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  Data: <searchLink fieldCode="AU" term="%22Somaskandhan+P%22">Somaskandhan P</searchLink>; School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, QLD, Australia.<br /><searchLink fieldCode="AU" term="%22Leppänen+T%22">Leppänen T</searchLink>; School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, QLD, Australia.; Department of Technical Physics, University of Eastern Finland, Kuopio, Finland.; Diagnostic Imaging Center, Kuopio University Hospital, Kuopio, Finland.<br /><searchLink fieldCode="AU" term="%22Terrill+PI%22">Terrill PI</searchLink>; School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, QLD, Australia.<br /><searchLink fieldCode="AU" term="%22Sigurdardottir+S%22">Sigurdardottir S</searchLink>; Reykjavik University Sleep Institute, School of Technology, Reykjavik University, Reykjavik, Iceland.<br /><searchLink fieldCode="AU" term="%22Arnardottir+ES%22">Arnardottir ES</searchLink>; Reykjavik University Sleep Institute, School of Technology, Reykjavik University, Reykjavik, Iceland.; Internal Medicine Services, Landspitali-The National University Hospital of Iceland, Reykjavik, Iceland.<br /><searchLink fieldCode="AU" term="%22Ólafsdóttir+KA%22">Ólafsdóttir KA</searchLink>; Reykjavik University Sleep Institute, School of Technology, Reykjavik University, Reykjavik, Iceland.<br /><searchLink fieldCode="AU" term="%22Serwatko+M%22">Serwatko M</searchLink>; Department of Clinical Engineering, Landspitali University Hospital, Reykjavik, Iceland.<br /><searchLink fieldCode="AU" term="%22Sigurðardóttir+SÞ%22">Sigurðardóttir SÞ</searchLink>; Department of Immunology, Landspitali University Hospital, Reykjavik, Iceland.; Faculty of Medicine, University of Iceland, Reykjavik, Iceland.<br /><searchLink fieldCode="AU" term="%22Clausen+M%22">Clausen M</searchLink>; Department of Allergy, Landspitali University Hospital, Reykjavik, Iceland.; Children's Hospital Reykjavik, Reykjavik, Iceland.<br /><searchLink fieldCode="AU" term="%22Töyräs+J%22">Töyräs J</searchLink>; School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, QLD, Australia.; Department of Technical Physics, University of Eastern Finland, Kuopio, Finland.; Science Service Center, Kuopio University Hospital, Kuopio, Finland.<br /><searchLink fieldCode="AU" term="%22Korkalainen+H%22">Korkalainen H</searchLink>; Department of Technical Physics, University of Eastern Finland, Kuopio, Finland.; Diagnostic Imaging Center, Kuopio University Hospital, Kuopio, Finland.
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  Data: <searchLink fieldCode="JN" term="%22101546899%22">Frontiers in neurology</searchLink> [Front Neurol] 2023 Apr 14; Vol. 14, pp. 1162998. <i>Date of Electronic Publication: </i>2023 Apr 14 (<i>Print Publication: </i>2023).
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        Value: 10.3389/fneur.2023.1162998
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