Can I remove the black rubber diaphragm on the Pet Oxygen Mask?

Yes, this is recommended.

Removing the black rubber diaphragm gives the pet greater visibility and typically makes them more accepting of the Mask. This does not significantly impact the amount of oxygen therapy the pet receives through the Mask.