Clinical prediction models for sleep apnea: the importance of medical history over symptoms
Study Objective: Obstructive sleep apnea (OSA) is a treatable contributor to morbidity and
mortality. However, most patients with OSA remain undiagnosed. We used a new machine …
mortality. However, most patients with OSA remain undiagnosed. We used a new machine …
[HTML][HTML] Enabling early obstructive sleep apnea diagnosis with machine learning: systematic review
D Ferreira-Santos, P Amorim, T Silva Martins… - Journal of Medical …, 2022 - jmir.org
Background American Academy of Sleep Medicine guidelines suggest that clinical
prediction algorithms can be used to screen patients with obstructive sleep apnea (OSA) …
prediction algorithms can be used to screen patients with obstructive sleep apnea (OSA) …
Diagnostic performance of machine learning-derived OSA prediction tools in large clinical and community-based samples
SJ Holfinger, MM Lyons, BT Keenan, DR Mazzotti… - Chest, 2022 - Elsevier
Background Prediction tools without patient-reported symptoms could facilitate widespread
identification of OSA. Research Question What is the diagnostic performance of OSA …
identification of OSA. Research Question What is the diagnostic performance of OSA …
Machine learning identification of obstructive sleep apnea severity through the patient clinical features: a retrospective study
A Maniaci, PM Riela, G Iannella, JR Lechien… - Life, 2023 - mdpi.com
Objectives: To evaluate the role of clinical scores assessing the risk of disease severity in
patients with clinical suspicion of obstructive sleep apnea syndrome (OSA). The hypothesis …
patients with clinical suspicion of obstructive sleep apnea syndrome (OSA). The hypothesis …
Predicting nondiagnostic home sleep apnea tests using machine learning
Study Objectives: Home sleep apnea testing (HSAT) is an efficient and cost-effective method
of diagnosing obstructive sleep apnea (OSA). However, nondiagnostic HSAT necessitates …
of diagnosing obstructive sleep apnea (OSA). However, nondiagnostic HSAT necessitates …
Development and assessment of a risk prediction model for moderate-to-severe obstructive sleep apnea
X Yan, L Wang, C Liang, H Zhang, Y Zhao… - Frontiers in …, 2022 - frontiersin.org
Background OSA is an independent risk factor for several systemic diseases. Compared
with mild OSA, patients with moderate-to-severe OSA have more severe impairment in the …
with mild OSA, patients with moderate-to-severe OSA have more severe impairment in the …
Towards validating the effectiveness of obstructive sleep apnea classification from electronic health records using machine learning
Obstructive sleep apnea (OSA) is a common, chronic, sleep-related breathing disorder
characterized by partial or complete airway obstruction in sleep. The gold standard …
characterized by partial or complete airway obstruction in sleep. The gold standard …
Application and interpretation of machine learning models in predicting the risk of severe obstructive sleep apnea in adults
Y Shi, Y Zhang, Z Cao, L Ma, Y Yuan, X Niu… - BMC Medical Informatics …, 2023 - Springer
Background Obstructive sleep apnea (OSA) is a globally prevalent disease with a complex
diagnostic method. Severe OSA is associated with multi-system dysfunction. We aimed to …
diagnostic method. Severe OSA is associated with multi-system dysfunction. We aimed to …
A prediction model based on an artificial intelligence system for moderate to severe obstructive sleep apnea
LM Sun, HW Chiu, CY Chuang, L Liu - Sleep and Breathing, 2011 - Springer
Study objectives Obstructive sleep apnea (OSA) is a major concern in modern medicine;
however, it is difficult to diagnose. Screening questionnaires such as the Berlin …
however, it is difficult to diagnose. Screening questionnaires such as the Berlin …
Prediction models for obstructive sleep apnea in Korean adults using machine learning techniques
This study aimed to investigate the applicability of machine learning to predict obstructive
sleep apnea (OSA) among individuals with suspected OSA in South Korea. A total of 92 …
sleep apnea (OSA) among individuals with suspected OSA in South Korea. A total of 92 …