There's a lot to be said for the value of commodity hardware: you almost certainly can't prove that purpose-built hardware has or hasn't been tampered with by the manufacturer. With commodity hardware, the risk that the manufacturer anticipated your use case (voting machines) and implanted a backdoor that can affect their functions is extremely small.