I did not read the results, but this definitely depends on the effect size and the variance of whatever they are studying. If 31 people were raised from the dead, for example, it's plenty of sample size.
At these kinds of sample sizes, the biggest issues are not going to be included or visible in the study. Unless the reported significance is extremely high, it's not meaningful.