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Pie's writeup is the answer I came here to give, but she already gave it. Outside of technology, "disc" is always the correct version (e.g., Discworld) because that's how the Latin root is spelled. I don't really know where the word disk-with-a-k came from, but I was taught long ago that it referred specifically to rewritable, magnetic data.
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