The FASNY Firemen's Home was built around 1900, so this 1932 "dedication" was likely that of the Memorial Hospital, which was added that year.
This old post card shows the original Firemen's Home on the left, and what I assume is the hospital addition on the right. Roosevelt seems to be standing on a platform (and leaning on an armchair) between the two buildings.