If you have the full details 1911 census, Mike, you should check what information is given by Sarah as to number of children born alive to the present marriage, and number of children deceased. There are some possible infant deaths in Chesterton as well that might line up.
But to get more information about what was going on, I think you need to get some death certificates for this family and see if the causes of death line up with the family stories.