{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,14]],"date-time":"2026-10-14T00:36:18Z","timestamp":1791938178021,"version":"4.3.4"},"reference-count":39,"publisher":"Springer Science and Business Media LLC","issue":"2","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Journal of Clinical Sleep Medicine"],"published-print":{"date-parts":[[2025,2]]},"DOI":"10.5664\/jcsm.11380","type":"journal-article","created":{"date-parts":[[2024,9,30]],"date-time":"2024-09-30T15:00:21Z","timestamp":1727708421000},"page":"315-323","source":"Crossref","is-referenced-by-count":4,"title":["Optimizing wearable single-channel electroencephalography sleep staging in a heterogeneous sleep-disordered population using transfer learning"],"prefix":"10.1007","volume":"21","author":[{"given":"Jaap F.","family":"van der Aar","sequence":"first","affiliation":[{"name":"Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands"},{"name":"Philips Sleep and Respiratory Care, Philips, Eindhoven, The Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Merel M.","family":"van Gilst","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands"},{"name":"Center for Sleep Medicine Kempenhaeghe, Heeze, The Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Daan A.","family":"van den Ende","sequence":"additional","affiliation":[{"name":"Philips Innovation & Strategy, Department of Innovation Engineering, Philips, Eindhoven, The Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Pedro","family":"Fonseca","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands"},{"name":"Philips Sleep and Respiratory Care, Philips, Eindhoven, The Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bregje N. J.","family":"van Wetten","sequence":"additional","affiliation":[{"name":"Center for Sleep Medicine Kempenhaeghe, Heeze, The Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hennie C. J. P.","family":"Janssen","sequence":"additional","affiliation":[{"name":"Center for Sleep Medicine Kempenhaeghe, Heeze, The Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Elisabetta","family":"Peri","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sebastiaan","family":"Overeem","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands"},{"name":"Center for Sleep Medicine Kempenhaeghe, Heeze, The Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","reference":[{"key":"e_1_3_3_2_2","volume-title":"A Manual of Standardized Terminology, Techniques and Scoring System for Sleep Stages of Human Subjects.","author":"Rechtschaffen A","year":"1968","unstructured":"Rechtschaffen A , Kales A . A Manual of Standardized Terminology, Techniques and Scoring System for Sleep Stages of Human Subjects. Washington, DC : US National Institute of Neurological Diseases and Blindness, Neurological Information Network ; 1968 ."},{"key":"e_1_3_3_3_2","volume-title":"The AASM Manual for the Scoring of Sleep and Associated Events: Rules, Terminology and Technical Specifications.","author":"Troester MM","year":"2023","unstructured":"Troester MM , Quan SF , Berry RB , et\u00a0al ; for the American Academy of Sleep Medicine . The AASM Manual for the Scoring of Sleep and Associated Events: Rules, Terminology and Technical Specifications. Version 3 . Darien, IL : American Academy of Sleep Medicine ; 2023 .","edition":"3"},{"key":"e_1_3_3_4_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.psychres.2012.07.045"},{"key":"e_1_3_3_5_2","doi-asserted-by":"publisher","DOI":"10.1093\/sleep\/zsaa097"},{"key":"e_1_3_3_6_2","doi-asserted-by":"publisher","DOI":"10.5664\/jcsm.6262"},{"key":"e_1_3_3_7_2","doi-asserted-by":"publisher","DOI":"10.1111\/jsr.12105"},{"key":"e_1_3_3_8_2","doi-asserted-by":"publisher","DOI":"10.3389\/fncom.2018.00085"},{"key":"e_1_3_3_9_2","doi-asserted-by":"publisher","DOI":"10.1111\/j.1365-2869.2011.00944.x"},{"key":"e_1_3_3_10_2","first-page":"101","article-title":"Evaluation of an automated single-channel sleep staging algorithm","volume":"7","author":"Wang Y","year":"2015","unstructured":"Wang Y , Loparo KA , Kelly MR , Kaplan RF . Evaluation of an automated single-channel sleep staging algorithm . Nat Sci Sleep. 2015 ; 7 : 101 \u2013 111 .","journal-title":"Nat Sci Sleep."},{"key":"e_1_3_3_11_2","doi-asserted-by":"crossref","unstructured":"Esfahani MJ Weber F Boon M et\u00a0al . Validation of the sleep EEG headband ZMax . bioRxiv. Preprint posted online August 21 2023 .","DOI":"10.1101\/2023.08.18.553744"},{"key":"e_1_3_3_12_2","doi-asserted-by":"publisher","DOI":"10.5664\/jcsm.6618"},{"key":"e_1_3_3_13_2","doi-asserted-by":"publisher","DOI":"10.1111\/jsr.12417"},{"key":"e_1_3_3_14_2","doi-asserted-by":"publisher","DOI":"10.1093\/jamia\/ocy131"},{"key":"e_1_3_3_15_2","doi-asserted-by":"publisher","DOI":"10.1109\/TNSRE.2021.3098968"},{"key":"e_1_3_3_16_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-021-00440-5"},{"key":"e_1_3_3_17_2","doi-asserted-by":"publisher","DOI":"10.3389\/fphys.2023.1287342"},{"key":"e_1_3_3_18_2","doi-asserted-by":"crossref","unstructured":"Phan H Ch\u00e9n OY Koch P Mertins A De Vos M . Deep transfer learning for single-channel automatic sleep staging with channel mismatch . 27th European Signal Processing Conference (EUSIPCO). Piscataway NJ : IEEE ; 2019 : 1 \u2013 5 .","DOI":"10.23919\/EUSIPCO.2019.8902977"},{"key":"e_1_3_3_19_2","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2009.191"},{"key":"e_1_3_3_20_2","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2020.3020381"},{"key":"e_1_3_3_21_2","doi-asserted-by":"crossref","unstructured":"Supratak A Guo Y . TinySleepNet: an efficient deep learning model for sleep stage scoring based on raw single-channel EEG . 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC). Piscataway NJ : IEEE ; 2020 : 641 \u2013 644 .","DOI":"10.1109\/EMBC44109.2020.9176741"},{"key":"e_1_3_3_22_2","doi-asserted-by":"publisher","DOI":"10.1136\/bmjopen-2019-030996"},{"key":"e_1_3_3_23_2","doi-asserted-by":"publisher","DOI":"10.3390\/bioengineering10010109"},{"key":"e_1_3_3_24_2","doi-asserted-by":"publisher","DOI":"10.5664\/jcsm.6576"},{"key":"e_1_3_3_25_2","doi-asserted-by":"publisher","DOI":"10.1109\/TNSRE.2017.2721116"},{"key":"e_1_3_3_26_2","doi-asserted-by":"publisher","DOI":"10.1088\/1741-2552\/aae18f"},{"key":"e_1_3_3_27_2","doi-asserted-by":"crossref","unstructured":"Garcia-Molina G Tsoneva T Neff A et\u00a0al . Hybrid in-phase and continuous auditory stimulation significantly enhances slow wave activity during sleep . 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). Piscataway NJ : IEEE ; 2019 : 4052 \u2013 4055 .","DOI":"10.1109\/EMBC.2019.8857678"},{"key":"e_1_3_3_28_2","doi-asserted-by":"publisher","DOI":"10.1177\/001316446002000104"},{"key":"e_1_3_3_29_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.sleh.2022.02.006"},{"key":"e_1_3_3_30_2","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2020.00586"},{"key":"e_1_3_3_31_2","doi-asserted-by":"publisher","DOI":"10.3390\/s140712847"},{"key":"e_1_3_3_32_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.clinph.2015.03.006"},{"key":"e_1_3_3_33_2","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2020.3043507"},{"key":"e_1_3_3_34_2","doi-asserted-by":"publisher","DOI":"10.1111\/j.1365-2869.2008.00700.x"},{"key":"e_1_3_3_35_2","doi-asserted-by":"publisher","DOI":"10.5664\/jcsm.9538"},{"key":"e_1_3_3_36_2","doi-asserted-by":"publisher","DOI":"10.1046\/j.1365-2869.2003.00375.x"},{"key":"e_1_3_3_37_2","doi-asserted-by":"crossref","unstructured":"Andreotti F Phan H Cooray N Lo C Hu MT De Vos M . Multichannel sleep stage classification and transfer learning using convolutional neural networks . 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). Piscataway NJ : IEEE ; 2018 : 171 \u2013 174 .","DOI":"10.1109\/EMBC.2018.8512214"},{"key":"e_1_3_3_38_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.bspc.2022.104009"},{"key":"e_1_3_3_39_2","doi-asserted-by":"publisher","DOI":"10.1186\/s12938-022-01033-3"},{"key":"e_1_3_3_40_2","doi-asserted-by":"publisher","DOI":"10.3390\/s19030601"}],"container-title":["Journal of Clinical Sleep Medicine"],"original-title":[],"language":"en","deposited":{"date-parts":[[2026,2,3]],"date-time":"2026-02-03T09:06:01Z","timestamp":1770109561000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/article\/10.5664\/jcsm.11380"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,2]]},"references-count":39,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2025,2]]}},"alternative-id":["10.5664\/jcsm.11380"],"URL":"https:\/\/doi.org\/10.5664\/jcsm.11380","relation":{},"ISSN":["1550-9389","1550-9397"],"issn-type":[{"value":"1550-9389","type":"print"},{"value":"1550-9397","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,2]]}}}