Guidelines differ in their guidance on the use of N95 respirators versus medical masks for frontline health care workers working with patients with COVID-19, particularly when aerosolized procedures are not involved. This article makes the case that the existing data are inconclusive regarding the comparative effectiveness of N95 versus medical masks and could be misinterpreted. The authors suggest a reevaluation of this evidence or acknowledgement of these deficiencies in the setting of guidelines.