 He scored seven goals in six games and was a member of the Stanley Cup championship team that was nicknamed the "Silver Seven", after the silver nuggets the players were given after the Stanley Cup win by team manager Robert Taylor Shillington, who was a part-owner of a silver mine.Later in 1903, Gilmour moved to Montreal to attend McGill University, where he played college hockey, and joined Ottawa for some Stanley Cup challenge games, in the 1904 and 1905 seasons and a league game in 1906.After finishing McGill in 1907, Gilmour played one season with the Montreal Victorias, scoring five goals in ten games.