I don't know why you couldn't just put the screen on cardboard and use the screen as a middle layer. The cardboard will eventually dissolve, and you will have the screen and pennies left.
Regardless of what anyone uses to glue the pennies to, I love the look of this ring! It looks elegant to me!
