Gonzalo C. Gutiérrez‐Tobal

Universidad de Valladolid — Spain

Medicine · Health Sciences

26h-index1.9kcitations131works1.82yr avg
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Research Topics

Obstructive Sleep Apnea Research(104), Neuroscience of respiration and sleep(48), Non-Invasive Vital Sign Monitoring(47), Respiratory Support and Mechanisms(15), Heart Rate Variability and Autonomic Control(12)

Publications131 total

Combined explainable deep learning model to predict pediatric sleep apnea from ECG and SpO2
Measurement·2025Open Access
A subject-based association network defines new pediatric sleep apnea phenotypes with different odds of recovery after treatment
Computer Methods and Programs in Biomedicine·2025Open Access
Explainable hybrid convolutional and transformer network for pediatric sleep apnea diagnosis using nocturnal oximetry
2025
Phenotypic Characterization of Sleep Apnea Using Clusters Derived from Subject-Based SpO <sub>2</sub> Weighted Correlation Networks
2025
Explainable Artificial Intelligence for Early Detection and Diagnosis of Age-Related Macular Degeneration
2025
Particulate matter and exacerbations of chronic obstructive pulmonary disease: analysis of emergency department visits in a low-pollution area
Emergencias·2025Open Access
Heart rate variability analysis in comorbid insomnia and sleep apnea (COMISA)
Scientific Reports·2025· 2 citedOpen Access
Beyond the Ground Truth, XGBoost Model Applied to Sleep Spindle Event Detection
IEEE Journal of Biomedical and Health Informatics·2025· 2 citedOpen Access
An Explainable Deep-Learning Approach to Detect Pediatric Sleep Apnea From Single-Channel Airflow
IEEE Journal of Translational Engineering in Health and Medicine·2025Open Access
An explainable deep-learning model reveals clinical clues in diabetic retinopathy through SHAP
Biomedical Signal Processing and Control·2024· 17 citedOpen Access
SleepECG-Net: Explainable Deep Learning Approach With ECG for Pediatric Sleep Apnea Diagnosis
IEEE Journal of Biomedical and Health Informatics·2024· 7 citedOpen Access
ECG-Derived Respiratory Power Index to Evaluate and Track Pediatric Sleep Apnea
2024
An Interpretable CNN-Transformer for Pediatric Sleep Apnea Diagnosis using ECG
2024
A new automated method to define clinically relevant pediatric sleep apnea phenotype
2024
An Explainable Deep-Learning Model to Aid in the Diagnosis of Age Related Macular Degeneration
World Congress on Medical Physics and Biomedical Engineering, September 7 - 12, 2009, Munich, Germany·2024
Accurate and Interpretable Deep Learning Model for Sleep Staging in Children with Sleep Apnea from Pulse Oximetry
World Congress on Medical Physics and Biomedical Engineering, September 7 - 12, 2009, Munich, Germany·2024· 1 cited
Editorial: Unraveling sleep and its disorders using novel analytical approaches, volume II
Frontiers in Neuroscience·2023· 1 citedOpen Access
Characterization of Cardiopulmonary Coupling in Pediatric Patients with Obstructive Sleep Apnea
Computing in cardiology·2023· 1 citedOpen Access
ECG-based convolutional neural network in pediatric obstructive sleep apnea diagnosis
Computers in Biology and Medicine·2023· 18 citedOpen Access
Are we missing something? Different obstructive sleep apnea phenotypes as a possible driver of discrepancies in cognitive recovery after continuous positive airway pressure treatment
SLEEP·2023· 1 citedOpen Access
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Frequent Co-authors

Roberto Hornero(50), Daniel Álvarez(46), Félix del Campo(45), David Gozal(30), David Gozal(29), Fernando Vaquerizo-Villar(24), Andrea Crespo(20), Verónica Barroso-García(16), Ana Cerezo-Hernández(8), Adrián Martín‐Montero(7), C. Ainhoa Arroyo(5), Jorge Jiménez-García(5), Joaquín Téran‐Santos(4), Fernando Martínez–Moreno(4), Tomás Ruíz Albi(4), Javier Gómez‐Pilar(4), María García(4), Mona F. Philby(3), María Luz Alonso-Álvarez(3), Julio F. de Frutos(3)