Yeah but how do you then know the "independent scientists" actually reproduced the results and didn't just make it up? In the end it comes down to trust in the process and the community.
You don't. Case in point the drift in measured values of the fundamental charge of the electron over time starting with Millikan. However, given enough independent evidence you can conclude whether or not the results of a measurement are more likely than not.