How is it possible to know the difference between minor and major, if the mistakes are kept secret? If we're supposed to accept scientific results on faith, wh

How is it possible to know the difference between minor and major, if the mistakes are kept secret? If we're supposed to accept scientific results on faith, why bother with science at all?