> Other scientists should be building their own apparatus, writing and running their own code. That the experiment is actually different is what validates the hypothesis, which specifies the salient conditions leading to the outcome.

The problem here is a step before this: The results of these "identical" experiments are so wildly different there is nothing valid to propose, let alone for a recreation to compare against.