When testing birth control specifically, it's considered unethical to give a placebo to a control group, because it could result in unwanted pregnancy  meaning there's no real frame against which to compare the results and whether the side effects were indeed caused by this drug, said Jennifer Gunter, a San Francisco-based obstetrician-gynecologist.