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I just toss them into the water with my potatoes as I'm chopping things up. Seems to work. I do see some oxidization while they bake usually, but that's only if I didn't coat them thoroughly in oil.
Maybe try some acidulated water? Add a tablespoon or so of lemon juice to a bowl of water and toss in the beets.