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You can take the canopy off and add something into the arm within where a screw and nut can likely be attached. There are often a few screws to remove before it pops right off. Do you hear anything rattling inside (potentially the previous arm)?

I didn't hear anything, but I'll poke around and see what it looks like. Thanks! :)