[1] http://en.wikipedia.org/wiki/Multiple_comparisons_problem
Edit: Indeed fMRI allows us to do things we had no hope of doing before, e.g. communication with those who are otherwise in permanent vegetative states [2,3] (that guy was my co-supervisor).
[2] http://www.sciencemag.org/content/313/5792/1402.abstract