A primer on causal emergence

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Abstract

This primer sets out causal emergence: cases where macro-level modelling exhibits greater causal efficacy than micro-descriptions. It introduces effective information as a measure, shows how coarse-graining and intervention guide model selection across scales, and addresses common misunderstandings. Framed as a reply to criticism, it situates causal emergence within debates on reductionism and multiscale explanation, offering concrete examples and practical notes for applying the framework to complex systems and observed behaviour.

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europepmc
last seen: 2026-05-19T01:45:01.086888+00:00
unpaywall
last seen: 2026-05-26T02:00:01.498150+00:00
License: CC-BY-4.0