A Data-Driven Framework for Clinical Decision Support Systems in Positive Airway Pressure and Oxygen Titration.

Background: Current obstructive sleep apnea treatment relies on manual PAP titration, but it has limitations. Complex interactions during titration and variations in SpO data accuracy pose challenges. Patients with co-occurring chronic hypercapnia may require precise oxygen titration.