What I did was to stiffen ours by adding a finished wood strip to the inside of the recessed part. The reason that it pops out so easily is that it bows.
If your do it yourself Home Depot or lowes sells in sheets. If not do it yourself any glass shop can cut one to fit. In both cases you still need to fabricate a handle, maybe just a drawer pull.