Enabling Early Obstructive Sleep Apnea Diagnosis With Machine Learning: Systematic Review - Ferreira-Santos, Daniela; Amorim, Pedro; Silva Martins, Tiago; Monteiro-Soares, Matilde; Pereira Rodrigues, Pedro (Journal of medical Internet research, 2022)
Keywords: Adult; Age; Airway management; Algorithms; Analysis; Bayes Theorem; Bayesian analysis; Bias; Classification; Clinical assessment; Clinical practice guidelines; Cognitive style; Discriminant analysis; Discrimination; Humans; Machine Learning; Medical diagnosis; Medical screening; Neural networks; Neural Networks, Computer; Nomograms; Obstructive sleep apnea; Oxygen; Polysomnography; Polysomnography - methods; Prediction models; Review; Risk assessment; Saturation; Sleep apnea; Sleep apnea syndromes; Sleep Apnea, Obstructive - diagnosis; Systematic review; obstructive sleep apnea; polysomnography; machine learning; systematic review