Causal DAGs require temporal qualification via composite variables because nontemporal versions are ambiguous and obstruct acyclicity justification.
Causal diagrams for empirical research
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The Case for Time in Causal DAGs
Causal DAGs require temporal qualification via composite variables because nontemporal versions are ambiguous and obstruct acyclicity justification.