The correct answer is (a) The subjects do not know which study treatment they receive
To elaborate: The subjects involved in the study do not know which study treatment they receive. If the study is double-blind, the researchers also do not know which treatment is being given to any given subject. In this kind of study the subjects or the patients will not be knowing which study treatment they receive.