Welcome!
I've always sexed these by the "beard" as well but I've got one now that has several traits of a male but also has a very small blotch/line in the beard area. It really seems like this use to be a lot to easier to determine (not that it actually was)
That's a nice looking jd you have there. I'd say male as well.