WordNet sense 1 (a quantity that is added or subtracted in order to increase the accuracy of a scientific measure):

fudge factor

WordNet sense 2 (a rebuke for making a mistake):

chastisement, chastening

WordNet sense 3 (the act of punishing):

discipline

WordNet sense 4 (the act of offering an improvement to replace a mistake; setting right):

rectification