Sampling and Experiments · Hard problem

In a pain study, patients given the new drug report an average pain drop of $4.5$ points, those given an identical-looking placebo $3.0$ points, and those given nothing $1.0$ point. What is the best estimate of the effect of the drug itself, beyond the effect of being treated?