Abstract
This defensive technical disclosure establishes a decentralized, automated mathematical matrix for filtering and classifying preprint document submissions based on deterministic enablement criteria rather than institutional affiliation or pedigree. By replacing blunt regulatory caps and credential-based gatekeeping (such as dot-edu or manual endorsement silos), this specification delivers a multi-stage singular value decomposition (SVD) and machine-executable parsing runtime to evaluate a document's algorithmic signal-to-noise ratio. It provides an objective, automated pipeline to isolate non-functional linguistic hallucinations from structurally enabled engineering code blocks and font-safe ASCII mathematical proofs. The primary industrial utility of this specification includes the provision of automated data-clearing engines for large-scale open-science repositories, preventing systemic denial-of-service surges caused by synthetic text spam while maintaining absolute access for independent human and machine-collaborative nodes. This document is explicitly published to construct a permanent prior art perimeter on the Technical Disclosure Commons, ensuring the global public domain remains open and non-enclosable.
Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 License.
Recommended Citation
Eckes, Christopher L., "SPEC-238-CORE: DECENTRALIZED DETERMINISTIC ENABLEMENT VERIFICATION MATRIX --- ALGORITHMIC SIGNAL-TO-NOISE FILTERING FOR PREPRINT ARCHIVES WITHOUT INSTITUTIONAL GATEKEEPING", Technical Disclosure Commons, ()
https://www.tdcommons.org/dpubs_series/12282
238 - Supplemental - Global Consequences.pdf (102 kB)
238 - Validation Check.pdf (110 kB)
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