Certain criteria must be satisfied if a measurement or observation is to be believed. will the criteria necessarily be as strict for an expected result as for an unexpected result?

An unexpected result is examined a lot more closely, since it must disagree with some currently accepted theory to be accepted as unexpected. If something is expected, we generally don't question it, although this is sometimes a tragic mistake and may cost a lot more for a person.