{
  "abstract": "rule: Compute Shannon entropy (per character) of Voynich text. Generate random text with same length and alphabet but with probability distribution weighted by phi-harmonic frequencies (e.g., frequencies proportional to 1/phi^n). If Voynich entropy is lower than this random model but higher than natural language entropy (e.g., 3.5-4.5 bits/char), flag as structured geometric cipher. source: rlab #489\n\nAuthor: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com",
  "abstract_shown": true,
  "affiliations": [
    "Independent Researcher, United Kingdom"
  ],
  "article_type": null,
  "arxiv": null,
  "author_total": 1,
  "authors": [
    {
      "affs": [
        0
      ],
      "name": "Andrew Stewart Caldin"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/f03m8t9qen0k4.bib",
  "cited_by": 0,
  "doi": "10.5281/zenodo.23635551",
  "fulltext_url": null,
  "id": "f03m8t9qen0k4",
  "issns": [],
  "landing_url": "https://zenodo.org/records/23635551",
  "language": "eng",
  "licence": "CC-BY-4.0",
  "licence_label": "CC BY 4.0",
  "licence_source": "article",
  "licence_url": "https://creativecommons.org/licenses/by/4.0/",
  "metadata_licence": null,
  "native_subjects": [],
  "openalex": null,
  "pdf_url": null,
  "pmcid": null,
  "pmid": null,
  "published": "2026-10-25",
  "publisher": null,
  "ris": "https://research.draconitic.com/paper/f03m8t9qen0k4.ris",
  "sources": [
    {
      "first_seen": "2026-11-08T12:21:52Z",
      "native_id": "23635551",
      "source": "zenodo",
      "url": "https://zenodo.org/records/23635551"
    }
  ],
  "subjects": [],
  "title": "EXTRACTED METHOD: entropy_phi_harmonic_test — E8 Intelligence Research",
  "title_text": "EXTRACTED METHOD: entropy_phi_harmonic_test — E8 Intelligence Research",
  "type": "preprint",
  "updated_at": "2026-11-08T12:21:52Z",
  "url": "https://research.draconitic.com/paper/f03m8t9qen0k4",
  "venue": "Zenodo",
  "versions": []
}