PATERSON On May 9, Bishop Kevin J. Sweeney celebrated a special Nurses’ Week Mass in the chapel of St. Joseph’s University Medical Center here. National Nurses Week is an annual celebration in May. St. Joseph’s Health celebrated the week by honoring its 1,600 nurses for their dedication and commitment to provide exceptional patient care every day.