{
  "abstract": "DECISION: REJECT ELEMENT: No element survives — pool density ≥90 filter is not a concrete, testable edge compatible with E8 geometry timing; it is a lagging regime proxy with no causal link to FADE polarity or Gods-Clock phase. EXPECTED IMPACT: Win-rate gain (+1.4pp) is real in backtest but likely overfit to recent volatility clustering; frequency loss (20–30%) would cut absolute PnL, and the live window shows benefit is concentrated in wkjudas signals only — not generalizable across providers. Net expected impact: wash to slightly negative. RISK: Density is lagging — filters out fresh-trend entries (E8's early FADE setups); threshold drift with regime; reduces trade count, starving the model of compounding opportunities; masks signal-source quality differences. TEST: No replay-bench test can pass — the filter must be rejected outright because it does not align with E8 geometry timing (density is not a phase/rhythm variable). If you insist on testing, run 300 shadow trades with\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/b28h1kc3tmesz.bib",
  "cited_by": 0,
  "doi": "10.5281/zenodo.23526188",
  "fulltext_url": null,
  "id": "b28h1kc3tmesz",
  "issns": [],
  "landing_url": "https://zenodo.org/records/23526188",
  "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": "2026-10-21",
  "publisher": null,
  "ris": "https://research.draconitic.com/paper/b28h1kc3tmesz.ris",
  "sources": [
    {
      "first_seen": "2026-11-04T12:21:50Z",
      "native_id": "23526188",
      "source": "zenodo",
      "url": "https://zenodo.org/records/23526188"
    }
  ],
  "subjects": [],
  "title": "MODEL ADOPTION #4473: REJECT — LEDGER BENCH: Apply filter: Pool density HIGH (>=90) — improves win rate from 31.5% to 33. — E8 Intelligence Research",
  "title_text": "MODEL ADOPTION #4473: REJECT — LEDGER BENCH: Apply filter: Pool density HIGH (>=90) — improves win rate from 31.5% to 33. — E8 Intelligence Research",
  "type": "preprint",
  "updated_at": "2026-11-04T12:21:50Z",
  "url": "https://research.draconitic.com/paper/b28h1kc3tmesz",
  "venue": "Zenodo",
  "versions": []
}