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Yeah I would not use screws either. They do make adhesive ones, even ones with little cups, if you want to be able to move it. If you want it to stay stationary I use ones like these:
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Those looks nice and fit in well with your room. Are you worried about scratches on the floors? One problem I've had with mine sitting on wood like that is they move when people press the back of...