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Correct

No causal inferences can be drawn. But we could test
the hypothesis that the two groups are significantly different.
We could also gain other information from the study,
such as the feasibility of the procedures or, by employing a
manipulation check, whether the manipulation was effective.
But, the main point is that no causal inferences can be drawn.