Visit Mental Health Program - St. Mary Medical Center - Long Beach located at 1050 Linden Ave, Long Beach, CA. As part of the Dignity Health network, Mental Health Program - St. Mary Medical Center - Long Beach is dedicated to delivering high quality, compassionate care and access to Long Beach and nearby communities. dignityhealth.org..