Yeah ok but most science doesn't need a supercollider. Most of the erroneous science is in the social sciences, psych especially, and there really isn't any equivalent of a supercollider in psychology. The only possible equivalent is a massive study of like 200+ subjects but once you're at that scale you can be pretty confident that your statistics have converged, anyway. The real issue is low sample size(<100 although most studies done are <30) psychology studies which are by and large relatively easy to reproduce.