{
 "@context": "https://schema.org",
 "@type": "DefinedTerm",
 "@id": "https://wulfkaal.github.io/entities/protocol",
 "identifier": "kaal:entity:protocol",
 "name": "Protocol",
 "termCode": "protocol",
 "inDefinedTermSet": {
  "@id": "https://wulfkaal.github.io/entities/index.json"
 },
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
 },
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 "additionalProperty": [
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   "@type": "PropertyValue",
   "name": "status",
   "value": "derived"
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   "name": "claim_count",
   "value": 2
  },
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   "@type": "PropertyValue",
   "name": "work_count",
   "value": 2
  },
  {
   "@type": "PropertyValue",
   "name": "year_span",
   "value": [
    "2021",
    "2026"
   ]
  },
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  }
 ],
 "subjectOf": [
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/3782192-012",
   "identifier": "kaal:claim:3782192-012",
   "text": "The more rigid an organization's structure, the more susceptible it is to corruption; at the chaos stage there is no protocol rigidity and therefore no opportunity for corruption, because with no group goal there is nothing to subvert.",
   "abstract": "The more rigid the structure, the more susceptible the organization is to corruption. There is no protocol rigidity at the chaos stage, so there is no opportunity for corrup- tion—since there is no group goal there is no opportunity to subvert it.",
   "citation": "Craig Calcaterra, Wulf A. Kaal, Introduction to Decentralization (2021). SSRN: https://ssrn.com/abstract=3782192",
   "datePublished": "2021",
   "claim_type": "mechanism",
   "confidence": "argued",
   "is_failure_mode": false,
   "scope_conditions": [
    "comparison across the chaos, decentralized, and centralized stages"
   ],
   "source_pdf_sha256": "e7eafd56cb8a8bd15b64cf58216bb655f939bdcc296387e362fd9191976d67ae",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/7598518-013",
   "identifier": "kaal:claim:7598518-013",
   "text": "The study runs fixed-size replacement, the protocol on which collapse was first shown, and includes no accumulation arm, so no result it produces bears on whether a filter adds anything once real data accumulates.",
   "abstract": "Intelligence models increasingly learn from data that earlier Intelligence models produced, and when that loop repeats the rare cases disappear first. This paper preregisters a test of whether a reputation-weighted validator pool, filtering the training data of a recursive replacement loop, keeps those rare cases alive. The outcomes remain sealed until a replication of the original model-collapse result succeeds.",
   "citation": "Wulf A. Kaal, Can Reputation Prevent Model Collapse? A Preregistered Test of Reputation-Weighted Data Filtering (2026). SSRN: https://ssrn.com/abstract=7598518",
   "datePublished": "2026",
   "claim_type": "condition",
   "confidence": "stated",
   "is_failure_mode": true,
   "scope_conditions": [
    "Applies to the replacement regime only.",
    "The distinction matters because accumulating real and synthetic data keeps error bounded in the settings studied, while replacement collapses."
   ],
   "source_pdf_sha256": "cd22d148b2b55c2e27f087dcaa61cdf44ad7022b400b355c31a9cd7e43a31749",
   "status": "current"
  }
 ],
 "description": "2 claims in the published works of Wulf A. Kaal carry the concept tag 'protocol'. Derived node: a roster, not an adjudicated definition."
}