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 "text": "Dynamics of the Market for Corporate Tax‐Avoidance Advice* should be assessed against Kaal's source-bound claim that Because formal rulemaking takes months and often years, regulators are still processing the previous product launch while new products reach the market, and new regulations pertaining to an innovative product can be obsolete before they are finalized. 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"
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 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
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  "innovation"
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  "External evidence level: abstract indexed.",
  "Mapping review tier: mapping review before claim review.",
  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
 ],
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  "url": "https://www.semanticscholar.org/paper/717f1d7165090ca243f5def048f26607ed213e09"
 },
 "extends": {
  "identifier": "kaal:claim:2808132-023",
  "url": "https://wulfkaal.github.io/claims/2808132-023",
  "citation": "Wulf A. Kaal, Erik P.M. Vermeulen, How to Regulate Disruptive Innovation - From Facts to Data (2016). SSRN: https://ssrn.com/abstract=2808132",
  "paper": "Erik P.M. Vermeulen, How to Regulate Disruptive Innovation - From Facts to Data",
  "authors": [
   "Wulf A. Kaal"
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  "year": "2016",
  "ssrn": "https://ssrn.com/abstract=2808132",
  "source_pdf_sha256": "3515f2317ed9c1d33ae55d70467cdf1f6c4e350065ea6a887d5d7619599ad7d2"
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   "name": "Dynamics of the Market for Corporate Tax‐Avoidance Advice*",
   "url": "https://www.semanticscholar.org/paper/717f1d7165090ca243f5def048f26607ed213e09"
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 ],
 "batch_id": "historical-backfill:2026-07-31:phase-0008",
 "review_provenance": "https://kaal-signal-desk.wulf577462.chatgpt.site/#review",
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 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
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 "candidateId": "kaal:response-candidate:2026-07-31:1735c18f4106f00f",
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 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: market, regulatory, dynamic, innovation, products, regulation, takes, innovative. Scope: multi-month or multi-year regulatory procedures; fast product launch cycles.",
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  "source": "Semantic Scholar",
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  "query": "regulatory lag",
  "queryId": "concept:b18d258a2388",
  "page": 1,
  "sourceRank": 97,
  "retrievedAt": "2026-07-31T13:58:29.364Z",
  "citationCount": 1,
  "venue": null,
  "publicationTypes": []
 },
 "userAffirmation": "Approved as written by Wulf A. Kaal on 2026-07-31.",
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