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Dynamic Closure Theory: A minimal framework for critical transitions across scales

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  • Hsu, Jonah Y.C.

Abstract

Critical transitions — abrupt reorganizations triggered by smooth parameter changes — appear in systems ranging from protein folding to anesthesia-induced loss of consciousness. We introduce Dynamic Closure Theory (DCT), a minimal framework for single-order-parameter, near-equilibrium transitions that makes an energy-dependent closure functional CE(E), linking internal energy to the fraction of modes capable of sustaining coherent dynamics, explicit and mathematically tractable. From a maximum-entropy derivation of CE(E) we obtain a logistic (Fermi–Dirac-type) closure function with a half-closure threshold and a scaling law relating the critical coherence level Φc to an effective resource density ρeff.

Suggested Citation

  • Hsu, Jonah Y.C., 2026. "Dynamic Closure Theory: A minimal framework for critical transitions across scales," Chaos, Solitons & Fractals, Elsevier, vol. 209(P2).
  • Handle: RePEc:eee:chsofr:v:209:y:2026:i:p2:s0960077926006910
    DOI: 10.1016/j.chaos.2026.118550
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