Observational analysis reveals increased cpap therapy adherence with machine learning and digital health techniques.
Continuous positive airway pressure (CPAP) therapy is an effective treatment for obstructive sleep apnea (OSA), a condition that may affect up to 1 billion people worldwide. But discomfort with CPAP machines has kept many patients from complying with therapy. Now, companies are investing in machine learning, personalized pressure delivery algorithms, fabric masks, and digital health strategies to increase therapy adherence and help patients sleep more soundly.
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Mary Ellen Bates (2025) studied this question.
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