Reliability of machine learning to diagnose pediatric obstructive sleep apnea: Systematic review and meta‐analysis
Gutiérrez‐Tobal, Gonzalo C., Álvarez, Daniel, Kheirandish‐Gozal, Leila, Campo, Félix, Gozal, David, Hornero, Roberto
Published in Pediatric pulmonology (01.08.2022)
Published in Pediatric pulmonology (01.08.2022)
Get full text
Journal Article
A machine learning-based test for adult sleep apnoea screening at home using oximetry and airflow
Álvarez, Daniel, Cerezo-Hernández, Ana, Crespo, Andrea, Gutiérrez-Tobal, Gonzalo C., Vaquerizo-Villar, Fernando, Barroso-García, Verónica, Moreno, Fernando, Arroyo, C. Ainhoa, Ruiz, Tomás, Hornero, Roberto, del Campo, Félix
Published in Scientific reports (24.03.2020)
Published in Scientific reports (24.03.2020)
Get full text
Journal Article
Heart rate variability as a potential biomarker of pediatric obstructive sleep apnea resolution
Martín-Montero, Adrián, Gutiérrez-Tobal, Gonzalo C, Kheirandish-Gozal, Leila, Vaquerizo-Villar, Fernando, Álvarez, Daniel, del Campo, Félix, Gozal, David, Hornero, Roberto
Published in Sleep (New York, N.Y.) (14.02.2022)
Published in Sleep (New York, N.Y.) (14.02.2022)
Get full text
Journal Article
Wavelet Analysis of Overnight Airflow to Detect Obstructive Sleep Apnea in Children
Barroso-García, Verónica, Gutiérrez-Tobal, Gonzalo C, Gozal, David, Vaquerizo-Villar, Fernando, Álvarez, Daniel, Del Campo, Félix, Kheirandish-Gozal, Leila, Hornero, Roberto
Published in Sensors (Basel, Switzerland) (21.02.2021)
Published in Sensors (Basel, Switzerland) (21.02.2021)
Get full text
Journal Article
Pediatric Sleep Apnea: The Overnight Electroencephalogram as a Phenotypic Biomarker
Gutiérrez-Tobal, Gonzalo C., Gomez-Pilar, Javier, Kheirandish-Gozal, Leila, Martín-Montero, Adrián, Poza, Jesús, Álvarez, Daniel, del Campo, Félix, Gozal, David, Hornero, Roberto
Published in Frontiers in neuroscience (03.11.2021)
Published in Frontiers in neuroscience (03.11.2021)
Get full text
Journal Article
Wavelet analysis of oximetry recordings to assist in the automated detection of moderate-to-severe pediatric sleep apnea-hypopnea syndrome
Vaquerizo-Villar, Fernando, Álvarez, Daniel, Kheirandish-Gozal, Leila, Gutiérrez-Tobal, Gonzalo C, Barroso-García, Verónica, Crespo, Andrea, Del Campo, Félix, Gozal, David, Hornero, Roberto
Published in PloS one (07.12.2018)
Published in PloS one (07.12.2018)
Get full text
Journal Article
Bispectral Analysis of Heart Rate Variability to Characterize and Help Diagnose Pediatric Sleep Apnea
Martín-Montero, Adrián, Gutiérrez-Tobal, Gonzalo C, Gozal, David, Barroso-García, Verónica, Álvarez, Daniel, Del Campo, Félix, Kheirandish-Gozal, Leila, Hornero, Roberto
Published in Entropy (Basel, Switzerland) (06.08.2021)
Published in Entropy (Basel, Switzerland) (06.08.2021)
Get full text
Journal Article
Assessment of automated analysis of portable oximetry as a screening test for moderate-to-severe sleep apnea in patients with chronic obstructive pulmonary disease
Andrés-Blanco, Ana M, Álvarez, Daniel, Crespo, Andrea, Arroyo, C Ainhoa, Cerezo-Hernández, Ana, Gutiérrez-Tobal, Gonzalo C, Hornero, Roberto, Del Campo, Félix
Published in PloS one (27.11.2017)
Published in PloS one (27.11.2017)
Get full text
Journal Article
Prediction of the Sleep Apnea Severity Using 2D-Convolutional Neural Networks and Respiratory Effort Signals
Barroso-García, Verónica, Fernández-Poyatos, Marta, Sahelices, Benjamín, Álvarez, Daniel, Gozal, David, Hornero, Roberto, Gutiérrez-Tobal, Gonzalo C
Published in Diagnostics (Basel) (01.10.2023)
Published in Diagnostics (Basel) (01.10.2023)
Get full text
Journal Article
Pattern recognition in airflow recordings to assist in the sleep apnoea–hypopnoea syndrome diagnosis
Gutiérrez-Tobal, Gonzalo C., Álvarez, Daniel, Marcos, J. Víctor, del Campo, Félix, Hornero, Roberto
Published in Medical & biological engineering & computing (01.12.2013)
Published in Medical & biological engineering & computing (01.12.2013)
Get full text
Journal Article
Influence of Chronic Obstructive Pulmonary Disease and Moderate-To-Severe Sleep Apnoea in Overnight Cardiac Autonomic Modulation: Time, Frequency and Non-Linear Analyses
Álvarez, Daniel, Sánchez-Fernández, Ana, Andrés-Blanco, Ana M., Gutiérrez-Tobal, Gonzalo C., Vaquerizo-Villar, Fernando, Barroso-García, Verónica, Hornero, Roberto, del Campo, Félix
Published in Entropy (Basel, Switzerland) (09.04.2019)
Published in Entropy (Basel, Switzerland) (09.04.2019)
Get full text
Journal Article
Assessment of Time and Frequency Domain Entropies to Detect Sleep Apnoea in Heart Rate Variability Recordings from Men and Women
Gutiérrez-Tobal, Gonzalo, Álvarez, Daniel, Gomez-Pilar, Javier, del Campo, Félix, Hornero, Roberto
Published in Entropy (Basel, Switzerland) (01.01.2015)
Published in Entropy (Basel, Switzerland) (01.01.2015)
Get full text
Journal Article
A Convolutional Neural Network Architecture to Enhance Oximetry Ability to Diagnose Pediatric Obstructive Sleep Apnea
Vaquerizo-Villar, Fernando, Alvarez, Daniel, Kheirandish-Gozal, Leila, Gutierrez-Tobal, Gonzalo C., Barroso-Garcia, Veronica, Santamaria-Vazquez, Eduardo, Campo, Felix del, Gozal, David, Hornero, Roberto
Published in IEEE journal of biomedical and health informatics (01.08.2021)
Published in IEEE journal of biomedical and health informatics (01.08.2021)
Get full text
Journal Article
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
Published in Computers in biology and medicine (01.10.2023)
Published in Computers in biology and medicine (01.10.2023)
Get full text
Journal Article
Heart rate variability spectrum characteristics in children with sleep apnea
Martín-Montero, Adrián, Gutiérrez-Tobal, Gonzalo C., Kheirandish-Gozal, Leila, Jiménez-García, Jorge, Álvarez, Daniel, del Campo, Félix, Gozal, David, Hornero, Roberto
Published in Pediatric research (01.05.2021)
Published in Pediatric research (01.05.2021)
Get full text
Journal Article
Bispectral analysis of overnight airflow to improve the pediatric sleep apnea diagnosis
Barroso-García, Verónica, Gutiérrez-Tobal, Gonzalo C., Kheirandish-Gozal, Leila, Vaquerizo-Villar, Fernando, Álvarez, Daniel, del Campo, Félix, Gozal, David, Hornero, Roberto
Published in Computers in biology and medicine (01.02.2021)
Published in Computers in biology and medicine (01.02.2021)
Get full text
Journal Article
Pediatric sleep apnea: Characterization of apneic events and sleep stages using heart rate variability
Martín-Montero, Adrián, Armañac-Julián, Pablo, Gil, Eduardo, Kheirandish-Gozal, Leila, Álvarez, Daniel, Lázaro, Jesús, Bailón, Raquel, Gozal, David, Laguna, Pablo, Hornero, Roberto, Gutiérrez-Tobal, Gonzalo C.
Published in Computers in biology and medicine (01.03.2023)
Published in Computers in biology and medicine (01.03.2023)
Get full text
Journal Article
A 2D convolutional neural network to detect sleep apnea in children using airflow and oximetry
Jiménez-García, Jorge, García, María, Gutiérrez-Tobal, Gonzalo C., Kheirandish-Gozal, Leila, Vaquerizo-Villar, Fernando, Álvarez, Daniel, del Campo, Félix, Gozal, David, Hornero, Roberto
Published in Computers in biology and medicine (01.08.2022)
Published in Computers in biology and medicine (01.08.2022)
Get full text
Journal Article
Automated Screening of Children With Obstructive Sleep Apnea Using Nocturnal Oximetry: An Alternative to Respiratory Polygraphy in Unattended Settings
Álvarez, Daniel, Alonso-Álvarez, María L, Gutiérrez-Tobal, Gonzalo C, Crespo, Andrea, Kheirandish-Gozal, Leila, Hornero, Roberto, Gozal, David, Terán-Santos, Joaquín, Del Campo, Félix
Published in Journal of clinical sleep medicine (15.05.2017)
Published in Journal of clinical sleep medicine (15.05.2017)
Get full text
Journal Article