By what mechanism did you conclude that random controlled trials are more trustworthy than observational studies? Does that mechanism more closely resemble an observational study or a random controlled trial?
Instead, it seems more common to establish the "ground rules" of science by some other means, such as arguments about the pros/cons of various scientific methodologies, or even what counts as "scientific methodology" at all (and at this point, you're doing philosophy of science).