When Conducting a One-Way Independent ANOVA with Three Levels on the Independent

Multiple Choice

When conducting a one-way independent ANOVA with three levels on the independent variable, an F-ratio that is large enough to be statistically significant tells us:

A) That the model fitted to the data accounts for less variation than extraneous factors, but it doesn't tell us where the differences between groups lie.
B) That there is a significant three-way interaction.
C) That all of the differences between means are statistically significant.
D) That one or more of the differences between means is statistically significant but not where the differences between groups lie.