A calculated value of F statistic greater than the critical value, is equivalent to a p-value less than alpha, the level of significance; they mean that we have enough evidence to reject the null hypothesis.
So, if the F statistic in an ANOVA fails to exceed the critical value, it means that we do not have enough evidence to rejecct the null hypothesis.
So, the correct answer is option (d) The Null hypothesis of no differences among the group means cannot be rejected.
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