Wide open is the most efficient. Resistance is affected by the interacting factors of 1) the narrowness of the pipe and 2) the length of the pipe. More of either increases resistance.
However, a fat pipe is generally a pipe with more mass.
What I'm calling "pipe" here is anything that channels the exhaust once it leaves the engine.
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