Statistical hypothesis tests are a cornerstone of scientific research. The informative when their size is properly controlled, so the frequency rejecting true null hypotheses (type I error) stays below prespecified nominal level. Publication bias exaggerates test sizes, however. Since scientists can typically only publish results that reject hypothesis, they have incentive to continue conductin...