Mrs G
My first guess would be a flat, 2-part clip. The part on the inside back slides into its mate on the outer back. The screw in the center might just be holding it in place once the clip is engaged.
Try tapping the inside back upwards with a rubber mallet on the lower edge---just very gently.
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