Being of Jewish ethnicity, Fleischner moved to Boston after Austria was annexed by Germany in 1938. He worked at Massachusetts General Hospital and then became the first full-time radiologist at the Beth Israel Deaconess Medical Center in Boston in 1942. He was a faculty member at the Harvard Medical School. Fleischner published 251 scientific papers in his lifetime; he published 164 of them after moving to the United States.