Basically, 'dosage' is uncountable, and 'dose' is countable. A doctor may prescribe the dosage of a medicine, which consists of one dose each 3 hours, or 4 doses a day. The 'dosage' is the medication plan and constitution, while the 'dose' is the measured amount in which the dosage is applied.
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