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Automatic diagnosis of sleep apnea from biomedical signals using artificial intelligence techniques: Methods, challenges, and future works
Apnea is a sleep disorder that stops or reduces airflow for a short time during sleep. Sleep
apnea may last for a few seconds and happen for many while slee**. This reduction in …
apnea may last for a few seconds and happen for many while slee**. This reduction in …
Diagnostic Accuracy of Portable Sleep Monitors in Pediatric Sleep Apnea: A Systematic Review
V Landry, K Semsar-Kazerooni, T Chen… - Sleep Medicine …, 2024 - Elsevier
In recent years, a plethora of new type III and IV portable sleep monitors (PSM) have been
developed, although evidence regarding their diagnostic accuracy for use in children …
developed, although evidence regarding their diagnostic accuracy for use in children …
Sleep stage classification in children using self-attention and Gaussian noise data augmentation
The analysis of sleep stages for children plays an important role in early diagnosis and
treatment. This paper introduces our sleep stage classification method addressing the …
treatment. This paper introduces our sleep stage classification method addressing the …
A 2D convolutional neural network to detect sleep apnea in children using airflow and oximetry
The gold standard approach to diagnose obstructive sleep apnea (OSA) in children is
overnight in-lab polysomnography (PSG), which is labor-intensive for clinicians and onerous …
overnight in-lab polysomnography (PSG), which is labor-intensive for clinicians and onerous …
Pediatric sleep apnea: Characterization of apneic events and sleep stages using heart rate variability
Heart rate variability (HRV) is modulated by sleep stages and apneic events. Previous
studies in children compared classical HRV parameters during sleep stages between …
studies in children compared classical HRV parameters during sleep stages between …
Pulse oximetry: the working principle, signal formation, and applications
Pulse oximeters are routinely used in various medical-grade and consumer-grade
applications. They can be used to estimate, for example, blood oxygen saturation …
applications. They can be used to estimate, for example, blood oxygen saturation …
Automated detection of obstructive sleep apnea in more than 8000 subjects using frequency optimized orthogonal wavelet filter bank with respiratory and oximetry …
Obstructive sleep apnea (OSA) is a common respiratory disorder marked by interruption of
the respiratory tract and difficulty in breathing. The risk of serious health damage can be …
the respiratory tract and difficulty in breathing. The risk of serious health damage can be …
[HTML][HTML] An explainable deep-learning architecture for pediatric sleep apnea identification from overnight airflow and oximetry signals
Deep-learning algorithms have been proposed to analyze overnight airflow (AF) and
oximetry (SpO 2) signals to simplify the diagnosis of pediatric obstructive sleep apnea …
oximetry (SpO 2) signals to simplify the diagnosis of pediatric obstructive sleep apnea …
ECG-based convolutional neural network in pediatric obstructive sleep apnea diagnosis
Obstructive sleep apnea (OSA) is a prevalent respiratory condition in children and is
characterized by partial or complete obstruction of the upper airway during sleep. The …
characterized by partial or complete obstruction of the upper airway during sleep. The …
Automated scoring of sleep and associated events
P Anderer, M Ross, A Cerny, E Shaw - … in the Diagnosis and Treatment of …, 2022 - Springer
Conventionally, sleep and associated events are scored visually by trained technologists
according to the rules summarized in the American Academy of Sleep Medicine Manual …
according to the rules summarized in the American Academy of Sleep Medicine Manual …