Mauchly's test of sphericity is a statistical test used to assess whether the assumption of sphericity is met in repeated measures ANOVA, which is crucial for the validity of F-tests. If the test indicates a violation of sphericity, adjustments such as the Greenhouse-Geisser or Huynh-Feldt corrections are applied to the degrees of freedom to maintain the integrity of the analysis.