Anita Page: Anita Page. Actress: The Broadway Melody. Beautiful Anita Page was one of the most famous and popular leading ladies during the last years of the silent screen and the first years of the talkie era. She was best known for starring in The Broadway Melody (1929), the first sound film to win the Academy Award for Best Picture. Her leading men included John Gilbert, Clark Gable, Buster Keaton, and Robert...