What question did this study set out to answer?

The aim is to validate substrate classifiers over an increased number of substrates and test specific hypotheses related to their temporal properties.

May 29, 2026Open Access

PHILIA-EcoSensory Swarm Phase SC-2 Pre-registration: Substrate Temporal Morphology and z-coordinate Determination — Extended Validation Protocol (45 Substrates)

Key Points

The aim is to validate substrate classifiers over an increased number of substrates and test specific hypotheses related to their temporal properties.
Validated 45 substrates, expanding from 29 in the previous phase.
Utilized autocorrelation analysis and bootstrap methods to determine key temporal characteristics.
Conducted a series of AI adversarial reviews for feedback and validation of findings.
Achieved a Spearman ρ of −0.9636 (p<10⁻⁶) validating the primary hypothesis on monotonicity.
Found significant variability between x-axis CV at 3.62% and z-axis CV at 40.88%, indicating a notable ratio.
Reported chaos band characteristics among 8 substrates, contributing to the overall analysis of chaotic behaviors.

Abstract

Pre-registration document for PHILIA-EcoSensory Swarm Phase SC-2, extending substrate classifier validation from n=29 (Phase SC-1) to n=45 substrates across synthetic, financial, chaotic, and prime-number-derived time series. Primary hypothesis (H-SC2-Primary): AR (1) φ-sweep monotonicity — Spearman ρ (φ, zᵣef) ≤ −0. 85 (n=10, power=0. 9534). Feasibility evidence: ρ=−0. 9636 (pLevel continuity check (7/7, SC-1 lineage). Apparatus (LOCKED): v32 self-raw × 3-channel normalization (SC-1형, BUG-1~6 patched). 45-substrate zᵣef dataset: SC-1 frozen (n=29, DOI: 10. 5281/zenodo. 20389364) + SC-2D measured (n=16, 80 runs). Key findings from inductive phase (SC-2B/C/D): - primeₘod₁0 z=0. 4313 (highest among all 45 substrates) - primeₗog z=0. 0086 (engine collapse — monotonic drift) - Chaos band 0. 2021, 0. 3523 across 8 chaos substrates- x-axis CV=3. 62% vs z-axis CV=40. 88% (ratio 10. 30×) 5-AI adversarial review: Pandora (OpenAI) → Lucas (xAI) → Chris (Anthropic, Gate-0 v8, 64th review, ACCEPT) → Seogsaeng (Google) → Seonbi (Anthropic) → GritManD. S (final decision). 실측이 생명. 증명이 아닌 기술. — PHILIA OS | 0∞1∞0. 5∞

PHILIA-EcoSensory Swarm Phase SC-2 Pre-registration: Substrate Temporal Morphology and z-coordinate Determination — Extended Validation Protocol (45 Substrates)

Key Points

Abstract

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