Brief digital sleep questionnaire powered by machine learning prediction models identifies common sleep disorders
AR Schwartz, M Cohen-Zion, LV Pham, A Gal… - Sleep Medicine, 2020 - Elsevier
Introduction We developed and validated an abbreviated Digital Sleep Questionnaire (DSQ)
to identify common societal sleep disturbances including insomnia, delayed sleep phase …
to identify common societal sleep disturbances including insomnia, delayed sleep phase …
Diagnosis of obstructive sleep apnea in children based on the XGBoost algorithm using nocturnal heart rate and blood oxygen feature
P Ye, H Qin, X Zhan, Z Wang, C Liu, B Song… - American Journal of …, 2023 - Elsevier
Purpose Obstructive sleep apnea (OSA) is a serious type of obstructive sleep-disordered
breathing (SDB) that can cause a series of adverse effects on children's cardiovascular …
breathing (SDB) that can cause a series of adverse effects on children's cardiovascular …
[HTML][HTML] Network science meets respiratory medicine for OSAS phenotyping and severity prediction
Obstructive sleep apnea syndrome (OSAS) is a common clinical condition. The way that
OSAS risk factors associate and converge is not a random process. As such, defining OSAS …
OSAS risk factors associate and converge is not a random process. As such, defining OSAS …
0537 incident hypertension prediction in obstructive sleep apnea using machine learning
Introduction Obstructive sleep apnea (OSA) is associated with hypertension due to
intermittent hypoxia and sleep fragmentation. Due to the complex pathogenesis of …
intermittent hypoxia and sleep fragmentation. Due to the complex pathogenesis of …
Screening for obstructive sleep apnea: comparing the American Academy of Sleep Medicine proposed criteria with the STOP-Bang, NoSAS, and GOAL instruments
RLM Duarte, FJ Magalhães-da-Silveira… - Journal of Clinical Sleep …, 2023 - jcsm.aasm.org
Study Objectives: We evaluated the performance of the 2017 American Academy of Sleep
Medicine criteria (AASM2017) in screening obstructive sleep apnea (OSA) and compared …
Medicine criteria (AASM2017) in screening obstructive sleep apnea (OSA) and compared …
A prediction model based on artificial neural networks for the diagnosis of obstructive sleep apnea
H Karamanli, T Yalcinoz, MA Yalcinoz, T Yalcinoz - Sleep and Breathing, 2016 - Springer
Background Recently, artificial neural networks (ANNs) have been widely applied in
science, engineering, and medicine. In the present study, we evaluated the ability of artificial …
science, engineering, and medicine. In the present study, we evaluated the ability of artificial …
Convolutional neural network for screening of obstructive sleep apnea using snoring sounds
R Li, W Li, K Yue, Y Li - Biomedical Signal Processing and Control, 2023 - Elsevier
Screening and assessment for obstructive sleep apnea hypopnea syndrome (OSAHS) has
attracted growing attention to improve the life of patients with sleep apnea. The gold …
attracted growing attention to improve the life of patients with sleep apnea. The gold …
Cloud algorithm-driven oximetry-based diagnosis of obstructive sleep apnoea in symptomatic habitually snoring children
Z Xu, GC Gutiérrez-Tobal, Y Wu… - European …, 2019 - Eur Respiratory Soc
The ability of a cloud-driven Bluetooth oximetry-based algorithm to diagnose obstructive
sleep apnoea syndrome (OSAS) was examined in habitually snoring children concurrently …
sleep apnoea syndrome (OSAS) was examined in habitually snoring children concurrently …
Sleep apnea phenotyping and relationship to disease in a large clinical biobank
Objective Sleep apnea is associated with a broad range of pathophysiology. While
electronic health record (EHR) information has the potential for revealing relationships …
electronic health record (EHR) information has the potential for revealing relationships …
[HTML][HTML] Age-integrated artificial intelligence framework for sleep stage classification and obstructive sleep apnea screening
Introduction Sleep is an essential function to sustain a healthy life, and sleep dysfunction
can cause various physical and mental issues. In particular, obstructive sleep apnea (OSA) …
can cause various physical and mental issues. In particular, obstructive sleep apnea (OSA) …