You can't magically fix a scratch, but that doesn't matter because they won't affect anything. The only problem is if there is a raised burr which can cause your brakes to be grabby.
File off the burr flush to the rim. If you don't have a file you can use sandpaper backed up with a block, or an emery board. BTW- if you do nothing the brakes will wear it smooth eventually.
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