Leave the foam gasket on the bench with the dust shield where it belongs.

You'll get better cooling, etc, and not have to worry about gravel/etc.. getting stuck between the rotor, and the sheild again.

FWIW I've done at least a dozen brake swaps with no dust shields, and never had a problem.
Most modern applications do not have a dust shield on the rotor, as they are useless .