"Nursing Home" means a home for the aged, chronically ill or incurable persons in which three or more persons not of the immediate family are received, kept and provided with food or shelter and care, for compensation; but not including hospitals, clinics or similar institutions devoted primarily to the diagnosis, treatment or care of the sick or injured.