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Article . 2026
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PHILIA-EcoSensory Swarm Phase SC-5 Exploratory Report: Context-Modulated Structural Relationship — AC1 Dose-Response Pattern, Category Decomposition, and Cross-Pool Heterogeneity (n=155)

PHILIA-EcoSensory Swarm Phase SC-5 Exploratory Report: Context-Modulated Structural Relationship — AC1 Dose-Response Pattern, Category Decomposition, and Cross-Pool Heterogeneity (n=155)

Abstract

This exploratory report presents a post-hoc raw reanalysis of the PHILIA Phase SC-4 confirmatory results (DOI: 10.5281/zenodo.20542015), examining the internal structure of the confirmed MSE↔z association (ρ=+0.6592, n=155) without additional simulations. Three analyses were conducted using philia_sc4_confirmatory_main_results.json (SHA256: 1c70ad7a4fac876f57ddc744c52bf59b4c51d5f29902907f323b3d18748f0273): (1) AC1 Dose-Response Sweep (θ ∈ {0.50–0.99}): ρ(MSE,z) increases monotonically as AC1 threshold decreases (Full +0.4324 → AC1 +0.25 (n=155 pooled, one-sided)- H-SC6-Secondary: ρ(MSE, z) ≥ +0.55 in AC1<0.95 strata (one-sided) No additional simulations. All values from direct local execution by GritMan_D.S.Hardware: AMD Ryzen 9 9800X3D + RTX 4080 SUPER, Windows 11 (C:\PHILIA).5-AI adversarial review: 서생 (UNCONDITIONAL APPROVAL) / 판도라 (DOI 발행 적합) / 루카스 (Zenodo 발행 수준) / 크리스 (Gate-0 v10 Cycle 2 UNCONDITIONAL ACCEPT). SC-4 Results DOI: 10.5281/zenodo.20542015SC-4 Pre-registration DOI: 10.5281/zenodo.20471179Annex v1.2 DOI: 10.5281/zenodo.20508300 실측이 생명. 증명이 아닌 기술. — PHILIA OS | 0∞1∞0.5∞Trinity AI Research Team | Konyang University | 2026.06.05

Keywords

Multi-Scale Entropy, Trinity AI Research Team, pre-registration, Shannon entropy, Cochran's Q, substrate temporal morphology, exploratory analysis, PHILIA-EcoSensory Swarm, persistence morphology, Simpson's paradox, cross-pool heterogeneity, real-world substrates, context-modulated structural relationship, 5-AI adversarial review, AC1 dose-response, Fisher-z decomposition, category fixed-effect, time series, Phase Vector, z-coordinate

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
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