context: It is unlikely that Lily is a frog. It is probable that Mary went to the bedroom. Chances are slight that Julius is gray.
hypothesis: There is a better than even chance that julius is gray, and Mary went to the bedroom.
valid_hypothesis: It is highly unlikely that julius is gray, and Mary went to the bedroom.
invalid_hypothesis: There is a better than even chance that julius is gray, and Mary went to the bedroom.
hypothesis_assertion: Julius is gray, and Mary went to the bedroom.