Any armor piece with 3 mod slots (armoring, mod, enhancement) is fully moddable, meaning it doesn't have any stats of its own. So if your current one has those three mod slots, removing them will remove all stats from it.
Weapons have 4 slots if they're fully moddable: color crystal, barrel/hilt, mod, enhancement.