A causal diagram is a visual representation that illustrates the relationships between variables, showing how one variable may influence or cause changes in another. These diagrams help identify potential causal pathways and relationships, making it easier to understand complex systems and the influence of different factors. They are crucial in analyzing data to determine causality, particularly when considering confounding variables, the use of propensity scores, and the challenges posed by unmeasured confounding.
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