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you need a new copy with the OEM stuff

Yes, legally you would need a new copy. The OEM can only be installed on the same system it was originally installed.
Though if you replaced the motherboard and the rest of the computer remains the same .... gets a bit gray in that area but to me it's still the same case and other hardware so it's the same computer.