Here is what I am confused about:
Say we have conducted multiple hypothesis tests on the same experiment. One test gives insignificant p-value only after correction is applied. If I happen to perform this test alone, it will be significant because correction is not needed in such case, right?
It is seems contradictory to me. We got different result for this very variables pair although nothing changed.