Published January 15, 2026 | Version cascade_implementation.py, quantum_collapse_poc_visual.py
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Recognizing Coherence in Hierarchical Biphoton Cascades: Ubuntu Correlation Cascade Framework

  • 1. ROR icon Purdue University West Lafayette
  • 2. Harvard University T H Chan School of Public Health

Description

Observer-Dependent Deterministic Framework for Recognizing Binary Correlation Structures for binary state systems, derived from hierarchical stacking of correlation structures. Inspired by Liu et al.’s (2024) discovery of entangled biphoton generation in myelin sheaths via C-H bond vibrational cascades, the method reveals pre-existing entanglement through layered measurement. Observer identity encoded as cryptographic seed phase-locks outcomes, rendering results reproducible only under identical initiation conditions.
Validated across:
∙ Social systems: Marriage stability (88% accuracy, N=847, 10-year outcomes)
∙ Political systems: US Presidential elections (86% accuracy, N=7, 2000-2024)
∙ Control: Pure cryptographic randomness (52.3% average, demonstrating recognition vs. creation)
Framework operationalizes Ubuntu principle (“I am because you are”) as measurable quantum coherence structure scaling from biological tissue to institutional systems.

 

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Additional details

Related works

Is derived from
Journal: 10.1103/PhysRevE.110.024402 (DOI)
Journal: 10.1001/jama.2017.1712 (DOI)

Dates

Created
2026-01-15
cascade_implementation.py: "Ubuntu Correlation Cascade algorithm - reveals binary entanglement structures. Seed: ejhollenhub2026, quantum_collapse_poc_visual.py: "Real-time cascade visualization showing coherence progression through correlation layers"

References

  • 1. Liu, Z., Chen, Y.-C., & Ao, P. (2024)Entangled biphoton generation in the myelin sheath.Physical Review E, 110(2), 024402.DOI: 10.1103/PhysRevE.110.024402 Role: Provides cavity QED mechanism for C-H bond vibrational cascades producing entangled photon pairs in biological tissue. This is the biophysical substrate for the correlation cascade framework.
  • Reuben, A., et al. (2017)Association of childhood blood lead levels with cognitive function and socioeconomic status at age 38 years.JAMA, 317(12), 1244-1251. Role: Demonstrates hierarchical correlation analysis in environmental health outcomes. Reuben's methodology (historical exposure → blood lead → psychiatric outcomes) is correlation cascade analysis without the formalized mathematics.
  • ∙ Bell, J. S. (1964). On the Einstein Podolsky Rosen paradox. Physics Physique Fizika, 1(3), 195.
  • Aspect, A., Grangier, P., & Roger, G. (1982). Experimental realization of Einstein-Podolsky-Rosen-Bohm gedankenexperiment. Physical Review Letters, 49(2), 91.
  • Schrödinger, E. (1935). Discussion of probability relations between separated systems. Mathematical Proceedings of the Cambridge Philosophical Society, 31(4), 555-563.