Ideally, the wheel cover would be a smooth, slightly convex disk extending to the outer bulges on the tire sidewall, to make the wheel/tire have as smooth a face as possible.
See also Sig. Hoerner's cites and pics in his Fluid Dynamic Drag, which covers this nicely in various aircraft wind tunnel studies.
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