{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-08-08-051",
 "identifier": "kaal:position:2026-08-08-051",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Artificial Intelligence Governance And Regulation A Roadmap To Developin 50Ed4B8D1A",
 "text": "Artificial Intelligence Governance and Regulation states that the more lenient United States approach promotes innovation but produces legal ambiguity. This independently corresponds to the lenient-regulation side of Kaal's two-sided legal-AI governance tradeoff. The source identifies ambiguity, not unchecked bias, as the cost, so it qualifies rather than duplicates Kaal's consequence and does not establish causation from the abstract alone.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
 },
 "datePublished": "2026-08-08",
 "dateModified": "2026-08-08",
 "creativeWorkStatus": "Affirmed",
 "responseType": "qualification",
 "keywords": [
  "innovation",
  "ai-and-agents",
  "historical-response",
  "scholarly-literature",
  "crossref"
 ],
 "scope_conditions": [
  "The response is limited to the retrieved source proposition and mapped Kaal claim unless fuller source review supports a broader conclusion.",
  "External evidence level: abstract indexed.",
  "Mapping review tier: substantively reviewed abstract-level qualification.",
  "Primary mapping confidence: 0.62.",
  "The primary mapping cleared the automated ambiguity test; substantive scope remains review-bound.",
  "Evidence is limited to an exact proposition in a Crossref-indexed abstract; full text was not reviewed.",
  "No relationship is treated as external endorsement, citation, causation, or validation of a broader Kaal claim.",
  "The source states the lenient-regulation side of the same comparative tradeoff as Kaal's claim: the United States approach promotes innovation but produces legal ambiguity. This corresponds to Kaal's innovation-versus-protection structure, while identifying ambiguity rather than unchecked bias as the stated cost."
 ],
 "currentDebate": {
  "name": "Artificial Intelligence Governance and Regulation: A Roadmap to Developing Legal Policies for Artificial Intelligence Deployment",
  "url": "https://doi.org/10.20473/jgar.v5i2.65194"
 },
 "extends": {
  "identifier": "kaal:claim:5541658-026",
  "url": "https://wulfkaal.github.io/claims/5541658-026",
  "citation": "Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658",
  "paper": "Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5541658",
  "source_pdf_sha256": "e543a2d698fcd522d4d02e034cc9ee1344d0015d2c824b40b9e05ab7c0728c60"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/5541658-026"
  },
  {
   "@type": "CreativeWork",
   "name": "Artificial Intelligence Governance and Regulation: A Roadmap to Developing Legal Policies for Artificial Intelligence Deployment",
   "url": "https://doi.org/10.20473/jgar.v5i2.65194"
  }
 ],
 "batch_id": "kaal-review:2026-08-08:continuous-crossref-0009-reviewed-v1",
 "review_provenance": "https://kaal-signal-desk.wulf577462.chatgpt.site/#review",
 "publicationStatus": "public",
 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/positions/index.json"
 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-08-08-051",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-08-08-051.md",
 "candidateId": "kaal:response-draft:2026-08-08:9c15a7c80c7fa5280897",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "substantively reviewed abstract-level qualification",
 "mappingConfidence": 0.62,
 "mappingAmbiguous": false,
 "mappingMethod": "complete-corpus source-proposition mechanism and scope adjudication",
 "mappingWhyRelevant": "The source states the lenient-regulation side of the same comparative tradeoff as Kaal's claim: the United States approach promotes innovation but produces legal ambiguity. This corresponds to Kaal's innovation-versus-protection structure, while identifying ambiguity rather than unchecked bias as the stated cost.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.20473/jgar.v5i2.65194",
  "queryId": "concept:a54213db0234",
  "queryText": "dynamic regulation artificial intelligence",
  "canonicalUrl": "https://doi.org/10.20473/jgar.v5i2.65194",
  "doi": "10.20473/jgar.v5i2.65194",
  "externalIds": {
   "DOI": "10.20473/jgar.v5i2.65194",
   "Crossref": "10.20473/jgar.v5i2.65194"
  },
  "retrievedAt": "2026-08-09T06:09:20.786Z",
  "providerPage": 1,
  "rawObservationSha256": "535d63195a1a1dc4c8c77ca48e93496bb00fc7f145a498452da5059b902b0bc1",
  "inputSnapshotSha256": "130acb1a5a5ce19ca8e5c3a475d60ddb7c61c85f9fe7a60371ef6881f80ff085",
  "inputLine": 4163,
  "chunkId": "crossref-00001",
  "workId": "work:doi:10.20473/jgar.v5i2.65194",
  "workAuthors": [
   "Trisnawati"
  ],
  "workPublishedAt": "2024-12-31",
  "identityKeys": [
   "doi:10.20473/jgar.v5i2.65194",
   "crossref:10.20473/jgar.v5i2.65194",
   "url:https://doi.org/10.20473/jgar.v5i2.65194",
   "title:069b5724d26fe3fc31e1fd04",
   "proposition:f324958c91966a512eab1262de1a527032321f40ce076784e7b06127044271ee"
  ],
  "sourceProposition": "Conversely, the United States' more lenient approach promotes innovation but leads to legal ambiguity.",
  "sourcePropositionSha256": "67c81bd494d64e82a3d0194b0e816f9e60ded45a8ae7ca3cd707cd6248e5e232",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:5541658-026",
    "claimUrl": "https://wulfkaal.github.io/claims/5541658-026",
    "rank": 1,
    "confidence": 0.62,
    "method": "complete-corpus source-proposition mechanism and scope adjudication",
    "whyRelevant": "The source states the lenient-regulation side of the same comparative tradeoff as Kaal's claim: the United States approach promotes innovation but produces legal ambiguity. This corresponds to Kaal's innovation-versus-protection structure, while identifying ambiguity rather than unchecked bias as the stated cost.",
    "ambiguous": false
   }
  ],
  "substantiveReview": {
   "disposition": "retained",
   "reviewVersion": "kaal-continuous-crossref-substantive-review-v1",
   "reviewedAt": "2026-08-09T06:13:44.631Z",
   "reviewer": "Codex continuous substantive reviewer",
   "rationale": "The source states the lenient-regulation side of the same comparative tradeoff as Kaal's claim: the United States approach promotes innovation but produces legal ambiguity. This corresponds to Kaal's innovation-versus-protection structure, while identifying ambiguity rather than unchecked bias as the stated cost.",
   "limitations": [
    "Evidence is limited to an exact proposition in a Crossref-indexed abstract; full text was not reviewed.",
    "No relationship is treated as external endorsement, citation, causation, or validation of a broader Kaal claim.",
    "The source states the lenient-regulation side of the same comparative tradeoff as Kaal's claim: the United States approach promotes innovation but produces legal ambiguity. This corresponds to Kaal's innovation-versus-protection structure, while identifying ambiguity rather than unchecked bias as the stated cost."
   ],
   "sourceIdentity": {
    "status": "verified",
    "source": "Crossref REST work record",
    "doi": "10.20473/jgar.v5i2.65194",
    "title": "Artificial Intelligence Governance and Regulation: A Roadmap to Developing Legal Policies for Artificial Intelligence Deployment",
    "authors": [
     "Trisnawati"
    ],
    "language": null,
    "publisher": "Universitas Airlangga",
    "checkedAt": "2026-08-09T06:13:44.631Z",
    "responseBodySha256": "c91d2ebf9ee1c0a2aedff5248de3d83c781af15d18a0ea856a8195a21e75bbc5",
    "providerReceipt": {
     "path": "outputs/historical-backfill-2026-08-08-crossref/raw-receipts/crossref-009-00001.json",
     "sha256": "04c93d9e1d368d4bdf7931b441e6ca8b0e2c4c673644d2fbe23d95672eea62e3",
     "byteLength": 2159683
    }
   },
   "independentRationale": "The exact proposition is present in the live Crossref abstract and the deposited reference list contains no Kaal-authored reference; the relationship is limited to the independently stated proposition.",
   "nonOverlap": {
    "candidateIdMatches": 0,
    "canonicalUrlMatches": 0,
    "propositionHashMatches": 0
   }
  }
 },
 "userAffirmation": "Automatically authorized under standing authority receipt kaal-standing-publication-authorization:2026-08-01:hourly-reviewed-batches, SHA-256 e2126054b58bb4e88db65c334ef4fc8ae78dcaadc63543c408133c4eefceb9b1, limited to this substantively reviewed batch and the unchanged 5,033 scholarly claims.",
 "sha256": "b11334ca3027282d9681632497b7d25c5707c6e126d8654b2d461b616874d236"
}