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Accuracy of Smartphone-Mediated Snore Detection in a Simulated Real-World Setting: Algorithm Development and Validation

Jeffrey Brown, Zachary Mitchell, Yu Albert Jiang, Ryan Archdeacon

JMIR Form Res 2025;9:e67861

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Efficient Screening in Obstructive Sleep Apnea Using Sequential Machine Learning Models, Questionnaires, and Pulse Oximetry Signals: Mixed Methods Study

Nai-Yu Kuo, Hsin-Jung Tsai, Shih-Jen Tsai, Albert C Yang

J Med Internet Res 2024;26:e51615

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Associations Among Cardiometabolic Risk Factors, Sleep Duration, and Obstructive Sleep Apnea in a Southeastern US Rural Community: Cross-Sectional Analysis From the SLUMBRx-PONS Study

Adam P Knowlden, Lee J Winchester, Hayley V MacDonald, James D Geyer, John C Higginbotham

JMIR Form Res 2024;8:e54792

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Testing a Consumer Wearables Program to Promote the Use of Positive Airway Pressure Therapy in Patients With Obstructive Sleep Apnea: Protocol for a Pilot Randomized Controlled Trial

Selene Mak, Garrett Ash, Li-Jung Liang, Erin Der-McLeod, Sara Ghadimi, Anjali Kewalramani, Saadia Naeem, Michelle Zeidler, Constance Fung

JMIR Res Protoc 2024;13:e60769

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Detection of Sleep Apnea Using Wearable AI: Systematic Review and Meta-Analysis

Alaa Abd-alrazaq, Hania Aslam, Rawan AlSaad, Mohammed Alsahli, Arfan Ahmed, Rafat Damseh, Sarah Aziz, Javaid Sheikh

J Med Internet Res 2024;26:e58187

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Preliminary Assessment of an Ambulatory Device Dedicated to Upper Airway Muscle Training in Patients With Sleep Apnea: Proof-of-Concept Study

Patrice Roberge, Jean Ruel, André Bégin-Drolet, Jean Lemay, Simon Gakwaya, Jean-François Masse, Frédéric Sériès

JMIR Biomed Eng 2024;9:e51901

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Real-Time Detection of Sleep Apnea Based on Breathing Sounds and Prediction Reinforcement Using Home Noises: Algorithm Development and Validation

Vu Linh Le, Daewoo Kim, Eunsung Cho, Hyeryung Jang, Roben Delos Reyes, Hyunggug Kim, Dongheon Lee, In-Young Yoon, Joonki Hong, Jeong-Whun Kim

J Med Internet Res 2023;25:e44818

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The Association Between Comorbidities and Prescribed Drugs in Patients With Suspected Obstructive Sleep Apnea: Inductive Rule Learning Approach

Daniela Ferreira-Santos, Pedro Pereira Rodrigues

J Med Internet Res 2023;25:e39103

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Assessment of Patient Journey Metrics for Users of a Digital Obstructive Sleep Apnea Program: Single-Arm Feasibility Pilot Study

Shefali Kumar, Emma Rudie, Cynthia Dorsey, Amy Blase, Adam V Benjafield, Shannon S Sullivan

JMIR Form Res 2022;6(1):e31698

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Noncontact Sleep Monitoring With Infrared Video Data to Estimate Sleep Apnea Severity and Distinguish Between Positional and Nonpositional Sleep Apnea: Model Development and Experimental Validation

Sina Akbarian, Nasim Montazeri Ghahjaverestan, Azadeh Yadollahi, Babak Taati

J Med Internet Res 2021;23(11):e26524

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