These things do tend to get exposed. There is also the issue of "p hacking" to try and make it seem as if a result has statistical significance when has not met the threshold.
Thankfully this all tends to get exposed. This is why the system works so well. The lies in the stakes get exposed. They never get exposed by a random guy on the internet, but research