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Sleep is a critical part of daily life and can be affected by various factors, including sleep disorders like obstructive sleep apnea. However, the current gold standard for diagnosing sleep disorders, overnight in-lab polysomnography, has its limitations. A.I. technology can help improve the accuracy and accessibility of sleep disorder diagnosis and treatment.