Question: 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

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?

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