Big draws like this prefer to be all in because if opponent stop and go's you all in on the turn, you are in a very rough spot. Also if you flatcall the flop and villian pops the turn for pot it is generally a bad idea to call.

When you raise the flop and villian checks the turn and you check behind this is just like being all in on the flop and that is how your hand plays best.