actually, it is and it isnt, there are 2 school of throught at plays here
Indeed larger caliber gun would have more coverage per shot, but they would have less ammo capacity, as well as slower reload speed, thus not suitable to sustained accurate targetting like tactical support, the lazing party usually within range of large gun blast radius, so if I want to bring accurate hit on target, i would want a smaller caliber gun support
In short, I would want larger gun If i am still on the ship assaulting the beach, i want the naval gun to saturate the beach, detonating mine or defence or what not.
Once I landed, I want accurate continuous support, that where smaller cal naval weapon comes into play, cause i can get in closer to laze the target and have a better overall situational control and I can stay longer.
@Abingdonboy