{
 "@context": "https://schema.org",
 "@type": "DefinedTerm",
 "@id": "https://wulfkaal.github.io/entities/generalizability",
 "identifier": "kaal:entity:generalizability",
 "name": "Generalizability",
 "termCode": "generalizability",
 "inDefinedTermSet": {
  "@id": "https://wulfkaal.github.io/entities/index.json"
 },
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0000-0003-0757-275X"
 },
 "dateModified": "2026-07-29",
 "canonicalForm": "https://wulfkaal.github.io/entities/generalizability.md",
 "sha256": "fbfe1c6c425ba46df8a8adeea18961a967155cfec13679ea685f000a341eaa59",
 "additionalProperty": [
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   "@type": "PropertyValue",
   "name": "status",
   "value": "derived"
  },
  {
   "@type": "PropertyValue",
   "name": "claim_count",
   "value": 2
  },
  {
   "@type": "PropertyValue",
   "name": "work_count",
   "value": 2
  },
  {
   "@type": "PropertyValue",
   "name": "year_span",
   "value": [
    "2012",
    "2025"
   ]
  },
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   "name": "non_current_claims",
   "value": 0
  }
 ],
 "subjectOf": [
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/2029983-024",
   "identifier": "kaal:claim:2029983-024",
   "text": "The Converium fee holding is a weak predictor of Dutch practice because lead counsel's work in that case was performed largely within the American legal system and by U.S. law firms, so it remains to be seen whether a case litigated in Dutch courts without U.S. exposure would yield a comparable fee structure.",
   "abstract": "remains to be seen whether a case that is litigated in Dutch courts without exposure to the U.S. legal system will yield a comparable fee structure.",
   "citation": "Wulf A. Kaal, Richard W. Painter, Forum Competition and Choice of Law Competition in Securities Law after Morrison v. National Austral (2012). SSRN: https://ssrn.com/abstract=2029983",
   "datePublished": "2012",
   "claim_type": "failure",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
    "cases litigated in Dutch courts without exposure to the U.S. legal system"
   ],
   "source_pdf_sha256": "fde2ff611420eb283cbb49a6b681a2ae8efa2b4603ae71480e2d91483f0295f2",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5095633-018",
   "identifier": "kaal:claim:5095633-018",
   "text": "The centralized frameworks used by the leading annotation companies, including Scale AI, Appen, Hive, V7 Labs, CloudFactory, and Sama, carry theoretical and practical shortcomings around bias, ethical sourcing, and data diversity that undermine the equitability and generalizability of the resulting AI models.",
   "abstract": "These challenges involve issues of bias, ethical data sourcing, and data diversity, each of which can undermine the equitability and generalizability of resulting AI models.",
   "citation": "Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633",
   "datePublished": "2025",
   "claim_type": "failure",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
    "centralized data annotation providers as currently structured"
   ],
   "source_pdf_sha256": "cbb484711f89bcefc9fc6a5730a1ed0a3f764d7999ad9b6f7d8ea05634c26c63",
   "status": "current"
  }
 ],
 "description": "2 claims in the published works of Wulf A. Kaal carry the concept tag 'generalizability'. Derived node: a roster, not an adjudicated definition."
}