Even if your results are reproducible and independently verifiable, these results are open to interpretion. Will you publish "X is associated with Y", or "we o

Even if your results are reproducible and independently verifiable, these results are open to interpretion. Will you publish "X is associated with Y", or "we observed weak correlation between X and Y in self-selected subgroups from already self-selected population"? Unfortunely, first approach dominates observational studies.