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Specify ImageSize->Full when creating an image to make it display the full width of a notebook:
Wrap an existing image with Image and specify ImageSize->Full to make it display the full width of a notebook:
ImageSizeFull works for graphics as well as images:
Specifying ImageSizeFull affects the display size but not the image dimensions as returned by ImageDimensions.