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Instead of using Align and Distribute dialog, I usually enable snapping to page, and draw a rectangle which matches the page border. Either way works just as well. And there probably are other ways to do it too.
Like, instead of snapping, you could draw the rectangle, and use the control bar to make it the right size (using W and H fields), and right position (using X and Y fields).