keyword
causal explanations
Causal explanations are accounts that clarify why or how an event, decision, or state of affairs occurred by identifying the underlying cause-and-effect relationships and factors that brought it about. Rather than merely describing statistical correlations or cataloging every antecedent condition, a causal explanation isolates the relevant mechanisms, interventions, or counterfactual dependencies responsible for the outcome. In cognitive science, philosophy, and decision systems, these explanations are fundamentally selective and contrastive, emphasizing why a particular outcome took place instead of an expected or hypothetical alternative. This structure enables individuals and analytical systems to diagnose problems, perform counterfactual reasoning, assign responsibility, and determine effective interventions to alter future results.
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