In the analysis of variance, explained variation equals the mean square for treatments treatments means square in one-way ANOVA.

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This statement is true. The mean square for treatments represents the variation among the treatment groups, which is the explained variation. In one-way ANOVA, there is only one factor or treatment, so the mean square for treatments is the only source of explained variation.

In the Analysis of Variance, Explained Variation Equals the Mean