Gilmore was the middle son of James F. Gilmore (1857-1908) and Carrie Maria Sherwood Gilmore Upjohn (1866-1953).
Gilmore graduated from The Lawrenceville School in New Jersey in 1916, after which he briefly attended Yale University [REF].