Here’s one version:
I have a question about an experiment in which we had a very big problem getting the individuals in the treatment group to take-up the treatment. Therefore we now have a treatment much smaller than the control. For efficiency reasons does it still make sense to survey all the control group, or should we take a random draw in order to have an equal number of treated and control?
And another version