Machine learning-based prediction of adherence to continuous positive airway pressure (CPAP) in obstructive sleep apnea (OSA)

Airway Pressure ◽

0521 Predictive Model of Optimal Continuous Positive Airway Pressure for Obstructive Sleep Apnea Using Machine Learning

SLEEP ◽

10.1093/sleep/zsz067.519 ◽

2019 ◽

Vol 42 (Supplement_1) ◽

pp. A208-A209

Author(s):

Seung Soo Kim ◽

Kwang Ik Yang

Keyword(s):

Machine Learning ◽

Obstructive Sleep Apnea ◽

Sleep Apnea ◽

Predictive Model ◽

Airway Pressure ◽

Predictive Model of Optimal Continuous Positive Airway Pressure for Obstructive Sleep Apnea Patients with Obesity by Using Machine Learning

Journal of Sleep Medicine ◽

10.13078/jsm.18012 ◽

2018 ◽

Vol 15 (2) ◽

pp. 48-54

Author(s):

Seung Soo Kim ◽

Kwang Ik Yang

Keyword(s):

Machine Learning ◽

Obstructive Sleep Apnea ◽

Sleep Apnea ◽

Predictive Model ◽

Airway Pressure ◽

Heterogeneous Effects of Continuous Positive Airway Pressure (CPAP) Treatment on Cardiovascular Outcomes in Obstructive Sleep Apnea (OSA): Application of Machine Learning in the ISAACC Trial

10.1164/ajrccm-conference.2021.203.1_meetingabstracts.a1104 ◽

2021 ◽

Author(s):

S. Grinek ◽

M. Sanchez De La Torre ◽

G. Nadkarni ◽

S. Khan ◽

M. Suarez-Farinas ◽

...

Keyword(s):

Machine Learning ◽

Obstructive Sleep Apnea ◽

Sleep Apnea ◽

Airway Pressure ◽

Cardiovascular Outcomes ◽

Cpap Treatment ◽

Heterogeneous Effects ◽

Benefits of Oxytocin in Obstructive Sleep Apnea (OSA) Patients Using Continuous Positive Airway Pressure (CPAP) Machine

Case Medical Research ◽

10.31525/ct1-nct03860233 ◽

2019 ◽

Author(s):

Keyword(s):

Obstructive Sleep Apnea ◽

Sleep Apnea ◽

Airway Pressure ◽

Faculty Opinions recommendation of Effect of nocturnal nasal continuous positive airway pressure on blood pressure in obstructive sleep apnea.

Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature ◽

10.3410/f.1089917.543073 ◽

2007 ◽

Author(s):

Ehud Grossman

Keyword(s):

Blood Pressure ◽

Obstructive Sleep Apnea ◽

Sleep Apnea ◽

Airway Pressure ◽

Faculty Opinions recommendation of Continuous positive airway pressure reduces risk of motor vehicle crash among drivers with obstructive sleep apnea: systematic review and meta-analysis.

Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature ◽

10.3410/f.7136956.7368054 ◽

2010 ◽

Author(s):

James A Rowley

Keyword(s):

Systematic Review ◽

Obstructive Sleep Apnea ◽

Sleep Apnea ◽

Airway Pressure ◽

Motor Vehicle ◽

Meta Analysis ◽

Motor Vehicle Crash ◽

Faculty Opinions recommendation of Health outcomes of continuous positive airway pressure versus oral appliance treatment for obstructive sleep apnea: a randomized controlled trial.

Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature ◽

10.3410/f.717979286.793494014 ◽

2014 ◽

Author(s):

Neil Freedman

Keyword(s):

Randomized Controlled Trial ◽

Obstructive Sleep Apnea ◽

Sleep Apnea ◽

Airway Pressure ◽

Controlled Trial ◽

Oral Appliance ◽

Randomized Controlled ◽

Faculty Opinions recommendation of Eight Hours of Nightly Continuous Positive Airway Pressure Treatment of Obstructive Sleep Apnea Improves Glucose Metabolism in Patients with Prediabetes. A Randomized Controlled Trial.

Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature ◽

10.3410/f.725442259.793540140 ◽

2017 ◽

Author(s):

Maria Bonsignore

Keyword(s):

Randomized Controlled Trial ◽

Obstructive Sleep Apnea ◽

Sleep Apnea ◽

Airway Pressure ◽

Controlled Trial ◽

Pressure Treatment ◽

Randomized Controlled ◽

An Individually Adjustable Oral Appliance vs Continuous Positive Airway Pressure in Mild-to-Moderate Obstructive Sleep Apnea Syndrome

CHEST Journal ◽

10.1378/chest.122.2.569 ◽

2002 ◽

Vol 122 (2) ◽

pp. 569-575 ◽

Cited By ~ 140

Author(s):

Winfried J. Randerath ◽

Markus Heise ◽

Rolf Hinz ◽

Karl-Heinz Ruehle

Keyword(s):

Obstructive Sleep Apnea ◽

Sleep Apnea ◽

Obstructive Sleep Apnea Syndrome ◽

Airway Pressure ◽

Sleep Apnea Syndrome ◽

Oral Appliance ◽

Obstructive Sleep ◽

Apnea Syndrome

Impact of continuous positive airway pressure mode on adherence to treatment in obstructive sleep apnea patients awaiting bariatric surgery

Journal of Sleep Research ◽

10.1111/jsr.13288 ◽

2021 ◽

Author(s):

Sophie B. Kermelly ◽

Annie C. Lajoie ◽

Marie‐Eve Boucher ◽

Frédéric Sériès

Keyword(s):

Bariatric Surgery ◽

Obstructive Sleep Apnea ◽

Sleep Apnea ◽

Airway Pressure ◽

Adherence To Treatment ◽