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Oxygen Saturation

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A model for obstructive sleep apnea detection using a multi-layer feed-forward neural network based on electrocardiogram, pulse oxygen saturation, and body mass index.

Sleep & breathing = Schlaf & Atmung 33754247
PURPOSE: To develop and evaluate a model for obstructive sleep apnea (OSA) detection using an artificial neural network (ANN) based on the combined features of body mass index (BMI), electrocardiogram (ECG), and pulse oxygen saturation (SpO2).
Adult Body Mass Index Electrocardiography Female Humans Male Middle Aged Models, Biological Neural Networks, Computer Oximetry Oxygen Saturation Polysomnography Sensitivity and Specificity Sleep Apnea, Obstructive
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QQ-NET - using deep learning to solve quantitative susceptibility mapping and quantitative blood oxygen level dependent magnitude (QSM+qBOLD or QQ) based oxygen extraction fraction (OEF) mapping.

Magnetic resonance in medicine 34719059
PURPOSE: To improve accuracy and speed of quantitative susceptibility mapping plus quantitative blood oxygen level-dependent magnitude (QSM+qBOLD or QQ) -based oxygen extraction fraction (OEF) mapping using a deep neural network (QQ-NET).
Brain Brain Mapping Cerebrovascular Circulation Deep Learning Gray Matter Humans Magnetic Resonance Imaging Oxygen Oxygen Consumption Oxygen Saturation
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