What does the number of noncombatant deaths suggest about wwi casualties?

Around one third of the total deaths in WWI were not due to actual fighting in the war, in fact they were caused by malnutrition, disease, and being captured as prisoners of war. This could conclude that the U. S did not prepare itself enough for the effects of war on unknown territory and wasn't able to get the most effective training for the many possibilities that come with.