Extraction is the process of turning any Weapon, Armor, or Accessory into Fortification Reagents. The item used will be eliminated, so it is wise to only do this to items you have no use for.
You will most likely receive Fortification Stones. The next most likely possibility is to receive Catalysts. Finally, there is the very rare possibility that you will receive Dimly Shining Stones.