Background: Respiratory failure is the most common organ failure syndrome in US hospitals (1). Hospitalists strive to detect the earliest signs of respiratory instability. Measurement of respiratory vital signs (like respiratory rate & oximetry) is a necessary aspect of risk stratification, but it is not sufficient. In one study, 46% of hospitalized patients had no [...]