I can enter into the description field on that page, with no need to click the Change button - in fact you can't get at it later. I go in with the XP style not the Classic, so it is Control Panel >> Performance and Maintenance >> System >> Computer name tab.
Anyway OP - the computer name appears in everything that matters

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