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Many horseplayers believe that the longer a race, the better the chance of a closer's success, and they tend to bet that way. They look for the late-runner, reasoning the adding distance will move them up.
The problem is that longer races typically attract less speed, and the pace can, in turn, unfold slower, giving the advantage back to the front-runner.