Creation of causal graphs

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Creation of causal graphs; in other words, how are causal graphs created? Where do they come from?

In all the examples I have seen, causal graphs are presented to the reader, sometimes with alternatives. It seems like the writer has some process for generating these graphs, but what is this process? Is it just human intuition?

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