Why is the chemical potential halfway into the band gap for an intrinsic semiconductor?

I thought the chemical potential was the energy required to move another particle into the system. Shouldn't that energy equal either the valence band energy or the conduction band energy? Or is it kind of 50% chance that the new particle will go to the valence band or the conduction band?

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