context: It is probable that Lily is a frog. It is highly likely that John went to the kitchen. It is highly likely that Julius is yellow.
hypothesis: We doubt that julius is yellow, and John went to the kitchen.
valid_hypothesis: There is a very good chance that julius is yellow, and John went to the kitchen.
invalid_hypothesis: We doubt that julius is yellow, and John went to the kitchen.
hypothesis_assertion: Julius is yellow, and John went to the kitchen.