Thank you all for your ideas.

I'll get the trap back out there as soon as I get the cats back in my yard. They haven't touched any food since Friday night/Saturday morning, even without the trap!!!

A few days after I lure them back to me I'll put the trap out there with the door tied open until they readily eat out of it. Then I'll let it work it's magic!