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An explainable deep-learning model to stage sleep states in children and propose novel EEG-related patterns in sleep apnea.
Vaquerizo-Villar, Fernando; Gutiérrez-Tobal, Gonzalo C; Calvo, Eva; Álvarez, Daniel; Kheirandish-Gozal, Leila; Del Campo, Félix; Gozal, David; Hornero, Roberto.
Afiliación
  • Vaquerizo-Villar F; Biomedical Engineering Group, University of Valladolid, Valladolid, Spain; CIBER de Bioingeniería, Biomateriales y Nanomedicina, Instituto de Salud Carlos III, Valladolid, Spain. Electronic address: fernando.vaquerizo@gib.tel.uva.es.
  • Gutiérrez-Tobal GC; Biomedical Engineering Group, University of Valladolid, Valladolid, Spain; CIBER de Bioingeniería, Biomateriales y Nanomedicina, Instituto de Salud Carlos III, Valladolid, Spain.
  • Calvo E; Biomedical Engineering Group, University of Valladolid, Valladolid, Spain.
  • Álvarez D; Biomedical Engineering Group, University of Valladolid, Valladolid, Spain; CIBER de Bioingeniería, Biomateriales y Nanomedicina, Instituto de Salud Carlos III, Valladolid, Spain; Sleep-Ventilation Unit, Pneumology Department, Río Hortega University Hospital, Valladolid, Spain.
  • Kheirandish-Gozal L; Departments of Neurology and Child Health and Child Health Research Institute, The University of Missouri School of Medicine, Columbia, MO, USA.
  • Del Campo F; Biomedical Engineering Group, University of Valladolid, Valladolid, Spain; CIBER de Bioingeniería, Biomateriales y Nanomedicina, Instituto de Salud Carlos III, Valladolid, Spain; Sleep-Ventilation Unit, Pneumology Department, Río Hortega University Hospital, Valladolid, Spain.
  • Gozal D; Office of The Dean, Joan C. Edwards School of Medicine, Marshall University, 1600 Medical Center Dr, Huntington, WV, 25701, USA.
  • Hornero R; Biomedical Engineering Group, University of Valladolid, Valladolid, Spain; CIBER de Bioingeniería, Biomateriales y Nanomedicina, Instituto de Salud Carlos III, Valladolid, Spain.
Comput Biol Med ; 165: 107419, 2023 10.
Article en En | MEDLINE | ID: mdl-37703716
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Texto completo: 1 Base de datos: MEDLINE Asunto principal: Síndromes de la Apnea del Sueño / Aprendizaje Profundo Tipo de estudio: Diagnostic_studies / Prognostic_studies Idioma: En Revista: Comput Biol Med Año: 2023 Tipo del documento: Article
Texto completo
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Texto completo: 1 Base de datos: MEDLINE Asunto principal: Síndromes de la Apnea del Sueño / Aprendizaje Profundo Tipo de estudio: Diagnostic_studies / Prognostic_studies Idioma: En Revista: Comput Biol Med Año: 2023 Tipo del documento: Article