I don't think that's uncommon. You have something which you think reduces problem X, and you give it to half of your population, and a placebo to the other half. Over a long period of time, you observe the rate of problem X across both populations. I believe we have done this with many different kinds of problems, including cancer, heart disease, arthritis, etc.