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If there is an overall significant F in a one-way ANOVA, can we conclude that the group membership or treatment variable caused the observed differences

If there is an overall significant F in a one-way ANOVA, can we conclude that the group membership or treatment variable caused the observed differences in the group means? Why or why not?

How can eta squared be calculated from the SS values in ANOVA summary table?

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