{
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 "@type": "DefinedTerm",
 "@id": "https://wulfkaal.github.io/entities/entropy",
 "identifier": "kaal:entity:entropy",
 "name": "Entropy",
 "termCode": "entropy",
 "inDefinedTermSet": {
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 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
 },
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   "value": 2
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   "value": [
    "2025",
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  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5887242-031",
   "identifier": "kaal:claim:5887242-031",
   "text": "The automated maintenance system is the UDLC's primary defense against the entropy that has rendered every previous attempt at universal private law either rigid or irrelevant.",
   "abstract": "Far from a mere cleanup routine, the automated maintenance system constitutes the UDLC's primary defense against the entropy that has rendered every previous attempt at universal private law either rigid or irrelevant.",
   "citation": "Wulf A. Kaal, The UDLC DAO Operationalizing a Continuously Evolving Universal Digital Law Codex Through Weighted (2025). SSRN: https://ssrn.com/abstract=5887242",
   "datePublished": "2025",
   "claim_type": "failure",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [],
   "source_pdf_sha256": "4e5c2e2b4304af6d22e0b0939b1fddeabcf091e19a1b00b7bfccf77cbd6280c5",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/7598518-019",
   "identifier": "kaal:claim:7598518-019",
   "text": "Filters that select on surprise or entropy, not validity, work where they work because they see what a validity filter is forbidden to see, and against that literature a null here is a literature rather than a caveat.",
   "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": "mechanism",
   "confidence": "argued",
   "is_failure_mode": false,
   "scope_conditions": [
    "The comparison rests on published surprise-filter and entropy-filter results.",
    "The paper runs no surprise or entropy arm, so it supplies no measured comparison with them."
   ],
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   "status": "current"
  }
 ],
 "description": "2 claims in the published works of Wulf A. Kaal carry the concept tag 'entropy'. Derived node: a roster, not an adjudicated definition."
}