About St. Joseph's Hospital. Located on Savannah's southside, St. Joseph's Hospital is a 330-bed acute care hospital founded in 1875 by the Sisters of Mercy. St. Joseph's is known for its breakthrough technology, highly specialized treatments and advanced medical procedures in a number of areas..