When I look at my toy gyroscope (I have never seen the inside of a motorized gyroscope), the central flywheel is suspended within the various gymbals and needs a lot of freedom of movement. It's hard to see how an electric motor in the flywheel hub could be supplied with power.
How do "real" gyroscopes maintain angular velocity in their flywheel?