Just a degree of certainty.
Impossible would mean something that cannot happen, 100% sure
Improblable meaning something could not happen, 70% sure.
Therefore, in the second case, there is a possibily that something happens whereas, in the first, there is no possibility that something happens - no doubt.
Not a teacher at all