{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-3932",
 "identifier": "kaal:position:2026-07-31-3932",
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 "name": "Historical F0E554Fefd697F6Ff6Fc",
 "text": "REGULATORY LAG IN SMART TOURISM TECHNOLOGY ADOPTION AND ITS IMPACT should be assessed against Kaal's source-bound claim that Strict legacy regulation built on stable and presumptively optimal rules and enforced at the AI development stage can inadvertently stifle innovation by imposing rigid constraints before a model is fully developed or deployed. The current metadata indicates a plausible connection through regulatory lag, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
 },
 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
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 "keywords": [
  "innovation"
 ],
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  "applies to rigid pre-deployment regulatory constraints in legacy systems",
  "concerns exploratory development that has not yet produced a deployable model",
  "External evidence level: abstract indexed.",
  "Mapping review tier: ambiguity triage before claim review.",
  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
 ],
 "currentDebate": {
  "name": "REGULATORY LAG IN SMART TOURISM TECHNOLOGY ADOPTION AND ITS IMPACT",
  "url": "https://www.semanticscholar.org/paper/505b18fc64fb88abb8ace8acb724ef71a7c14d5a"
 },
 "extends": {
  "identifier": "kaal:claim:4796714-025",
  "url": "https://wulfkaal.github.io/claims/4796714-025",
  "citation": "Wulf A. Kaal, AI Governance (2024). SSRN: https://ssrn.com/abstract=4796714",
  "paper": "AI Governance",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2024",
  "ssrn": "https://ssrn.com/abstract=4796714",
  "source_pdf_sha256": "59fa63bae179e8f9b6b8efbdf90cee28400276512a1b04f9f579a48641305c93"
 },
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   "@id": "https://wulfkaal.github.io/claims/4796714-025"
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   "@type": "CreativeWork",
   "name": "REGULATORY LAG IN SMART TOURISM TECHNOLOGY ADOPTION AND ITS IMPACT",
   "url": "https://www.semanticscholar.org/paper/505b18fc64fb88abb8ace8acb724ef71a7c14d5a"
  }
 ],
 "batch_id": "historical-backfill:2026-07-31:phase-0016",
 "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.",
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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-3932",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-3932.md",
 "candidateId": "kaal:response-candidate:2026-07-31:34283e395e67b3a3",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "ambiguity triage before claim review",
 "mappingConfidence": 0.2236,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: innovation, regulation, development, governance, regulations, 2024. Scope: applies to rigid pre-deployment regulatory constraints in legacy systems; concerns exploratory development that has not yet produced a deployable model.",
 "sourceProvenance": {
  "source": "Semantic Scholar",
  "api": "https://api.semanticscholar.org/graph/v1/paper/search/bulk",
  "query": "regulatory lag",
  "queryId": "concept:b18d258a2388",
  "page": 1,
  "sourceRank": 69,
  "retrievedAt": "2026-07-31T13:58:29.364Z",
  "citationCount": 0,
  "venue": "VESTNIK ADVANCED TRAINING INSTITUTE OF THE MIA OF RUSSIA",
  "publicationTypes": [
   "JournalArticle"
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 },
 "userAffirmation": "Approved as written by Wulf A. Kaal on 2026-07-31.",
 "sha256": "63b0b06bb8a534a16d329891e5b2ffea0ad016bd048c77672d2189d5a5219ba9"
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