I have it listed (incorrectly) as Jeannie, I Dream Of Lilac Time (Gilbert-Shilkret) on John McCormack's Ireland My Ireland, Pro-Arte CD 476, 1990. (recorded in 1928) It should still be available.

It is in the Washington University Library at St. Louis, MO in the book, Nostalgia, v. 2 with Call No. M1630.18 N67 1987 v.2

A copy of the sheet music is for sale US $5.50 at this address http://www.amres.com/files/s1.htm