During Celebrity Big Brother 6, Michelle Heaton, who performed a version of the song wearing a tight PVC catsuit for a Big Brother task, revealed that she did not contribute vocals to "Just a Little" because she "wasn't good enough to cut it".
Doesn't ruin the song for me!