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How do you determine if the conclusions of empirical research are logically supported or not?

How do you determine if the conclusions of empirical research are logically supported or not? Do conclusions that are not logically supported invalidate the entire study? Why or why not? How might you address utilizing studies or information from studies with unsupported conclusions?