This grand round lecture will feature Kirsi-Marja Zitting, PhD and the development and validation of a deep neural network model of the deception of sleep-disordered breathing events from HSATs. Learners should attend the seminar series to understand practice and sleep health gaps, and how the AASM Foundation-funded work addressed those gaps through project findings.