Methods and devices involving using a bolus calculator for calculating a correction insulin dose accounting for continuous glucose monitoring noise. More specifically, methods and devices using an algorithm executed by a processor of the bolus calculator and using a glucose measurement and uncertainty of the glucose measurement to determine if a standard correction dose should be adjusted once calculations are performed for the standard correction dose and hypoglycemia-averse correction insulin dose and the two doses are compared.