In practice, peer review isn't even that. Most referees are not double-checking your statistical analysis. What they focus on is whether the research is interesting and has it appropriately considered relevant literature. Even that is not always done carefully.
Here is an argument that peer review is basically a failed experiment: https://experimentalhistory.substack.com/p/the-rise-and-fall...