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Temporally Continuous Automated Sleep-Wake Classification Using Deep Learning.

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Title: Temporally Continuous Automated Sleep-Wake Classification Using Deep Learning.
Authors: Somaskandhan P; School of Electrical Engineering and Computer Science, The University of Queensland, Brisbane, Australia., Korkalainen H; Department of Technical Physics, University of Eastern Finland, Kuopio, Finland.; Clinical Research Center, Kuopio University Hospital, Kuopio, Finland., Leppänen T; School of Electrical Engineering and Computer Science, The University of Queensland, Brisbane, Australia.; Department of Technical Physics, University of Eastern Finland, Kuopio, Finland.; Clinical Research Center, Kuopio University Hospital, Kuopio, Finland., Toyras J; School of Electrical Engineering and Computer Science, The University of Queensland, Brisbane, Australia.; Department of Technical Physics, University of Eastern Finland, Kuopio, Finland.; Science Service Center, Kuopio University Hospital, Kuopio, Finland., Melehan K; Royal Prince Alfred Hospital, Sydney, Australia.; Faculty of Medicine and Health, The University of Sydney, Sydney, Australia., Ruehland W; Institute for Breathing and Sleep, Victoria, Australia.; Department of Respiratory and Sleep Medicine, Austin Health, Victoria, Australia., Sands SA; Division of Sleep and Circadian Disorders, Department of Medicine, Brigham & Women's Hospital and Harvard Medical School, Boston, MA., Mann DL; School of Electrical Engineering and Computer Science, The University of Queensland, Brisbane, Australia., Wilson DL; School of Electrical Engineering and Computer Science, The University of Queensland, Brisbane, Australia.; Institute for Breathing and Sleep, Victoria, Australia., Terrill PI; School of Electrical Engineering and Computer Science, The University of Queensland, Brisbane, Australia.
Source: MedRxiv : the preprint server for health sciences [medRxiv] 2025 Dec 04. Date of Electronic Publication: 2025 Dec 04.
Publication Type: Journal Article; Preprint
Journal Info: Country of Publication: United States NLM ID: 101767986 Publication Model: Electronic Cited Medium: Internet NLM ISO Abbreviation: medRxiv Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Somaskandhan+P%22">Somaskandhan P</searchLink>; School of Electrical Engineering and Computer Science, The University of Queensland, Brisbane, Australia.<br /><searchLink fieldCode="AU" term="%22Korkalainen+H%22">Korkalainen H</searchLink>; Department of Technical Physics, University of Eastern Finland, Kuopio, Finland.; Clinical Research Center, Kuopio University Hospital, Kuopio, Finland.<br /><searchLink fieldCode="AU" term="%22Leppänen+T%22">Leppänen T</searchLink>; School of Electrical Engineering and Computer Science, The University of Queensland, Brisbane, Australia.; Department of Technical Physics, University of Eastern Finland, Kuopio, Finland.; Clinical Research Center, Kuopio University Hospital, Kuopio, Finland.<br /><searchLink fieldCode="AU" term="%22Toyras+J%22">Toyras J</searchLink>; School of Electrical Engineering and Computer Science, The University of Queensland, Brisbane, Australia.; Department of Technical Physics, University of Eastern Finland, Kuopio, Finland.; Science Service Center, Kuopio University Hospital, Kuopio, Finland.<br /><searchLink fieldCode="AU" term="%22Melehan+K%22">Melehan K</searchLink>; Royal Prince Alfred Hospital, Sydney, Australia.; Faculty of Medicine and Health, The University of Sydney, Sydney, Australia.<br /><searchLink fieldCode="AU" term="%22Ruehland+W%22">Ruehland W</searchLink>; Institute for Breathing and Sleep, Victoria, Australia.; Department of Respiratory and Sleep Medicine, Austin Health, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Sands+SA%22">Sands SA</searchLink>; Division of Sleep and Circadian Disorders, Department of Medicine, Brigham & Women's Hospital and Harvard Medical School, Boston, MA.<br /><searchLink fieldCode="AU" term="%22Mann+DL%22">Mann DL</searchLink>; School of Electrical Engineering and Computer Science, The University of Queensland, Brisbane, Australia.<br /><searchLink fieldCode="AU" term="%22Wilson+DL%22">Wilson DL</searchLink>; School of Electrical Engineering and Computer Science, The University of Queensland, Brisbane, Australia.; Institute for Breathing and Sleep, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Terrill+PI%22">Terrill PI</searchLink>; School of Electrical Engineering and Computer Science, The University of Queensland, Brisbane, Australia.
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  Data: <searchLink fieldCode="JN" term="%22101767986%22">MedRxiv : the preprint server for health sciences</searchLink> [medRxiv] 2025 Dec 04. <i>Date of Electronic Publication: </i>2025 Dec 04.
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  Data: <i>Country of Publication: </i>United States <i>NLM ID: </i>101767986 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>NLM ISO Abbreviation: </i>medRxiv <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.64898/2025.12.03.25341129
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              Text: 2025 Dec 04
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