select Open — this brings up another menu that gives you a third choice: open anyway and assume the risk. Once you do that, your Mac will remember this and open the app as usual.

I discovered this with the open source LibreOffice.

I had this happen with Zoom Guitar Lab. It is 64 bit but Catalan flagged it up. Works fine though.