This paper provides a brief summary of early data analysis resulting from pilot activity of the sovaSage platform that validates our hypothesis that our approach of combining novel computer vision techniques with machine learning algorithm technologies, can provide superior clinical results to the conventional process leveraging respiratory therapists.