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 "identifier": "kaal:entity:innovation-tradeoff",
 "name": "Innovation tradeoff",
 "termCode": "innovation-tradeoff",
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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/5095633-016",
   "identifier": "kaal:claim:5095633-016",
   "text": "Data protection compliance carried out in a way that overly constrains researcher access converts a privacy gain into a net social loss, because the societal benefits of AI are offset by a stunted innovation ecosystem.",
   "abstract": "If compliance with data protection frameworks is conducted in a manner that overly constrains researchers' access to relevant data, the broader societal gains of AI risk being offset by a stunted innovation ecosystem.",
   "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": [
    "where compliance is implemented without counterbalancing privacy-preserving techniques"
   ],
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   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5541658-026",
   "identifier": "kaal:claim:5541658-026",
   "text": "Regulation of legal AI faces a two sided failure: strict regimes such as the EU AI Act may stifle innovation, while lenient approaches such as the United States risk leaving biases unchecked.",
   "abstract": "Strict regulations, like the EU AI Act, may stifle innovation, while lenient approaches, like in the U.S., risk unchecked biases.",
   "citation": "Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658",
   "datePublished": "2025",
   "claim_type": "failure",
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   "scope_conditions": [
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 "description": "2 claims in the published works of Wulf A. Kaal carry the concept tag 'innovation-tradeoff'. Derived node: a roster, not an adjudicated definition."
}