What does this research mean for the field?

This pre-registration protocol establishes the framework for PHILIA Phase SC-4 to resolve inconclusive findings from Phase SC-3 regarding AR(1) mechanism confirmation and MSE universal predictor retesting. Novelty: ClaimNovelty.METHODOLOGICAL. Consensus alignment: ConsensusAlignment.NEUTRAL.

What question did this study set out to answer?

This research aims to confirm the mechanisms of the AR(1) model and evaluate real-world substrate effectiveness.

June 2, 2026Open Access

PHILIA-EcoSensory Swarm Phase SC-4 Pre-registration v0.7: AR(1) Mechanism Confirmation, Chaos z-Range Expansion, and Real-world Substrate Expansion — Confirmatory Validation Protocol (Part 1+2 Integrated, Pooled Target n=141)

Key Points

This research aims to confirm the mechanisms of the AR(1) model and evaluate real-world substrate effectiveness.
Integrates synthetic and real-world substrates with a combined target population of 141.
Employs Bonferroni correction for hypothesis testing with specific thresholds.
Utilizes a self-raw measurement apparatus for data normalization.
Primary hypothesis indicates monotonic suppression ρ(φ,z) ≤ −0.90 with pooled sample of 18.
Secondary hypothesis for mechanism-NULL re-test establishes |ρ|<0.50.
MSE universal predictor retest shows benchmark ρ≥0.60 for target n=141.

Abstract

This pre-registration document establishes the confirmatory validation protocol for PHILIA Phase SC-4, integrating Part 1 (synthetic substrates, n=20) and Part 2 (real-world substrates, target n=76) into a unified framework targeting pooled n=141. SC-4 is designed to resolve two INCONCLUSIVE verdicts from Phase SC-3 (DOI: 10. 5281/zenodo. 20440174): (1) H-SC3-Mechanism-NULL: partial ρ (SR, z|AC1) equivalence — n=10 insufficient (SC-4 target n=18 AR (1) ) (2) H-SC3-NULL: ρ (SR, z) equivalence — n=45 insufficient (SC-4/SC-5 target n=141) Two confirmatory hypotheses are registered under Bonferroni correction (α=0. 025, k=2): - H-SC4P1-Primary: AR (1) φ→z monotonic suppression ρ (φ, z) ≤ −0. 90 (pooled n=18, SC-3+SC-4) - H-SC4P1-Secondary: Mechanism-NULL re-test, partial ρ (SR, z|AC1) equivalence |ρ|0 (pooled target n=141) ; benchmark ρ≥0. 60 reported separately- H-SC4P2-Secondary: NULL TOST re-test ρ (SR, z) equivalence |ρ|<0. 30 (pooled target n=141) ; Monte Carlo power=0. 634 Measurement apparatus: v32 self-raw × 3-channel normalization (SC-1/SC-2/SC-3 lineage, LOCKED). Seeds 57–61 for Part 1 confirmatory; seeds 62–66 for Part 2 confirmatory. Part 2 real-world substrate eligibility criteria: length ≥40, 000 points (wrap ≤2×), source independence (1 substrate per raw source), ADF stationarity cascade (raw→detrend→difference), source metadata registry (philiaₛc4ₚart2ₛubstrateᵣegistry. csv). 5-AI adversarial review pipeline: 판도라 (ChatGPT/OpenAI) → 루카스 (Grok/xAI) → 크리스 (Claude Opus/Anthropic, Gate-0 v9, SC track 92nd cycle, UNCONDITIONAL ACCEPT) → 서생 (Gemini/Google) → 선비 (Claude Sonnet/Anthropic) → 길잡이 (GritManD. S, final decision). SC-3 Pre-registration DOI: 10. 5281/zenodo. 20438183SC-3 Results DOI: 10. 5281/zenodo. 20440174SC-2 Results DOI: 10. 5281/zenodo. 20422131SC-1 Results DOI: 10. 5281/zenodo. 20389364 실측이 생명. 증명이 아닌 기술. — Trinity AI Research Team | 2026. 05. 31 | PHILIA OS | 0∞1∞0. 5∞

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