About Eastland Memorial Hospital. Eastland Memorial Hospital offers a wide range of medical services including 24-hour emergency care, advanced radiology services including CT scanning and MRIs, outpatient lab, physical therapy, surgical services, patient education, and sleep studies, the hospital was founded in 1953..