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Given a situation where a researcher intends to demonstrate that a treatment variable will have a significant difference on outcomes, which would the research want

Given a situation where a researcher intends to demonstrate that a treatment variable will have a significant difference on outcomes, which would the research want to be larger: MS between or MS within?

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