Scratch
A horse is a scratch when injury or other necessity causes it to be withdrawn from the race.
Bleeder
A horse that bleeds due to a ruptured blood vessel during a race or workout. The medication Lasix can fix this problem.
Sloppy
A wet racetrack condition, typically with a firm base and water settling on top.