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We show that the random subset is almost surely difference dominated, as N --> oo, for any choice of p(N) tending to zero, thus confirming a conjecture of Martin and O'Bryant. The proofs use recent strong concentration results.\n  Furthermore, we exhibit a threshold phenomenon regarding the ratio of the size of the difference- to the sumset. 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