High Quality Content by WIKIPEDIA articles! The Bay Shore Stakes is an American Thoroughbred horse race run annually in early April at Aqueduct Racetrack in Ozone Park, Queens, New York. The Grade III event is for three-year-olds of either gender, and is set at a distance of seven furlongs on the dirt track.