How Medically Needy is related to SOC. Medically Needy describes a type of Medicaid program that looks at the individual's income and medical expenses as opposed to having a hard income limit which is called Categorically Needy. Share of Cost is one model of consumer payment within the group of Medically Needy Medicaid programs.