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I used to have the same problem and used a roll of stretchy fabric tape like is used in Band Aids.
You don't need the actual band aids as they are too thick, just the tape and make sure it's stretchy.
Something like this (although this example is a bit wide, you still need to be able to move freely)
Eventually though, I played through it and my skin thickened up and it doesn't happen any more.