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 "identifier": "kaal:entity:gdp-measurement",
 "name": "Gdp measurement",
 "termCode": "gdp-measurement",
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 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0000-0003-0757-275X"
 },
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   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/6421319-001",
   "identifier": "kaal:claim:6421319-001",
   "text": "Economic institutions that rely on lagging indicators such as price signals, employment data, and GDP reports cannot detect AI driven transformation, because the transformation propagates faster than the monitoring systems built to observe it.",
   "abstract": "Institutions in linear systems that depend on advance warning—price signals, employment data, and GDP reports—cannot detect a transformation that propagates faster than the information systems designed to monitor it.",
   "citation": "Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319",
   "datePublished": "2026",
   "claim_type": "failure",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
    "applies to institutions whose detection depends on advance warning indicators"
   ],
   "source_pdf_sha256": "0f4f68e56ee48bb8b2d73d3ab7fd96fa572e76c195694ffa740360704c1b172d",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/6421319-033",
   "identifier": "kaal:claim:6421319-033",
   "text": "Recursive agent to agent productivity gains are invisible to national accounts because they involve no monetary transactions, no employment, and no market exchange as traditionally defined, even though the final output may register in GDP statistics.",
   "abstract": "But the intermediate productivity gains, the agent-to-agent improvements that made the optimization possible, are invisible to national accounts because they involve no monetary transactions, no employment, and no market exchange as traditionally defined.",
   "citation": "Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319",
   "datePublished": "2026",
   "claim_type": "mechanism",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
    "applies to intermediate agent to agent improvements within the machine layer"
   ],
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   "status": "current"
  }
 ],
 "description": "2 claims in the published works of Wulf A. Kaal carry the concept tag 'gdp-measurement'. Derived node: a roster, not an adjudicated definition."
}