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Introducing diagonals into the image creates leading lines and adds energy to the image. Tracey had a bit of a diagonal in the stem of the rose, but she can go further by tilting the camera when shooting, so the stem emerges from the bottom corner of the image.
The background is very busy, since all the leaves are in focus. Emphasize the center of interest by shooting with a wider open aperture and/or a longer lens, which will defocus the background.
I'd pump up the saturation and contrast to make the image really pop.
Compositional rule of thirds diagram for subject placement:
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Here's the image with some blur added to the background to make the rose a more prominent center of interest. Ideally, this is better achieved by shooting with a shallow depth of field and/or longer focal length lens.
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Here's the final image, cropped for closer, diagonal composition, and with a darker edge vignette added. Keep in mind that the image isn't as sharp here as it normally would be, since I was working from a low res image lifted from the web, then re-uploaded to blogger. 
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