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There many factors in good experimental design. Books are written on the subject. You will see terms like, Randomized control trial (RCT) - In a clinical trial, people are randomly assigned to a control group who receives a placebo and the group which receives the treatment under investigation. Double Blind - Neither the subjects or experimenters know which group is getting the treatment under test.
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