In the moral philosophy of John Rawls, the veil of ignorance asks us to judge the justice of a society by whether we’d join it without knowing our place in it. I think the scientist’s veil of ignorance is to ask whether we’d accept the results of a study based on the methods involved, without knowing what the conclusion will be.