Isn't this essentially the basis of decision theory and statistical hypothesis testing? The hard part is to determine an acceptable probability of being wrong in any given situation.
Yes, and my only commentary here is that the threshold for academic decision science is a lot higher than the one I have for managing my day-to-day life.