The fleets were outside of gunfire range - the entire battle was fought between/by the embarked aircraft.
This was the first time this had happened - until then aircraft had been incidental or at best partial contributors to a battle between two opposing fleets, but at the BoM they were the only weapons platforms to strike the opposing side in the battle. Naval aviation had come of age.