Memorial Hospital Memorial Hospital is a 25-bed critical access hospital in Abilene, Kansas. It has served people in the Dickinson County area since 1922 and prides itself on the quality care its staff provides. Memorial Hospital offers: 24-hour emergency care, a childbirth center, a skilled nursing program, a diagnostic laboratory,.