On the layman's level this is a question of quality versus quantity. I would go for quality because science - and all knowledge for that matter - itself needs to get rod of "noise" and enhance the "signal" - which is what knowledge especially science is all about. I would like to see strict standards and requirement of reproduciblity as well as objective verification in every scientific research before validating it as a fact.