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VideoPress, especially as a video post format, usually provides some unique styling issues. You will need to install Jetpack or Slim Jetpack plugin to turn the shortcode into a viewable video.
Learn more about WordPress Embeds.
Link: St. Louis Blues Audio shortcode:
Posted as per the instructions in the Codex.