Absolutely! I read the von Neumann extractor and presumed too much. For fun, you can reduce the numbers asked by getting a batch of k people, and if all numbers are dissimilar you get a draw from k!
The OP is silly though; if you know the distribution there are way better techniques. They don't seem to worry about how they measure it.