In December 2003, an updated LidRock disc included a remix of "Me Against the Music" without Madonna, as well as songs by fellow Jive acts Nick Cannon and Bowling for Soup.
Poleg tega je založba Jive Records sodelovala s podjetjem Karpel Group, da bi se album bolje prodajal tudi med homoseksualci.