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I think I'd feel better about potting it on the turn with top pair and the low draw. This play is very read-dependent. From looking over stats, it seems most players very rarely fold to a "second barrel", either they fold their draw or two pair on the flop or they see you at the river. Some players are not this way, though.

Against typical competition, I think you're better off checking behind. Then consider a steal on the river if you miss and are checked to.