{
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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7079",
 "identifier": "kaal:position:2026-07-31-7079",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Mitigating Sustainability Uncertainty In The United States The Roles Of  912D1Cebd3",
 "text": "Mitigating sustainability uncertainty in the United States: the roles of renewable energy transition, digital inclusion, technological innovation, and environmental governance presents the following source proposition: sustainability uncertainty using quarterly data from 2003Q1–2022Q4. This proposition is pertinent to Kaal's source-bound claim that Rulemakers' inability to address disruptive innovation will generate high levels of legal uncertainty and inconsistency that inhibit innovation during technological transition, and technological transition is likely to become a permanent state, so the inhibiting effect becomes permanent too. The proposed response is an extension: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
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 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "law-and-legal-systems",
  "innovation",
  "historical-response",
  "scholarly-literature",
  "semantic-scholar"
 ],
 "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: moderate-confidence claim review.",
  "Primary mapping confidence: 0.4124.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Mitigating sustainability uncertainty in the United States: the roles of renewable energy transition, digital inclusion, technological innovation, and environmental governance",
  "url": "https://www.semanticscholar.org/paper/ba40e28ddfcf87fdf2159a3c71ba742c2366ad74"
 },
 "extends": {
  "identifier": "kaal:claim:2808132-014",
  "url": "https://wulfkaal.github.io/claims/2808132-014",
  "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": "Wulf A. Kaal, Erik P.M. Vermeulen, How to Regulate Disruptive Innovation - From Facts to Data",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2016",
  "ssrn": "https://ssrn.com/abstract=2808132",
  "source_pdf_sha256": "3515f2317ed9c1d33ae55d70467cdf1f6c4e350065ea6a887d5d7619599ad7d2"
 },
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   "@id": "https://wulfkaal.github.io/claims/2808132-014"
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  {
   "@type": "CreativeWork",
   "name": "Mitigating sustainability uncertainty in the United States: the roles of renewable energy transition, digital inclusion, technological innovation, and environmental governance",
   "url": "https://www.semanticscholar.org/paper/ba40e28ddfcf87fdf2159a3c71ba742c2366ad74"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0007",
 "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": {
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4124,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: uncertainty, transition, technological, innovation, data. Scope: age of continuous disruptive innovation; fragmented multi-agency regulatory structures.",
 "sourceProvenance": {
  "source": "semantic-scholar",
  "sourceRecordId": "ba40e28ddfcf87fdf2159a3c71ba742c2366ad74",
  "queryId": "concept:b78ed75f4a0b",
  "queryText": "decentralization governance",
  "canonicalUrl": "https://www.semanticscholar.org/paper/ba40e28ddfcf87fdf2159a3c71ba742c2366ad74",
  "doi": "10.1080/13504509.2026.2638440",
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  "workAuthors": [
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    "rank": 1,
    "confidence": 0.4124,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: uncertainty, transition, technological, innovation, data. Scope: age of continuous disruptive innovation; fragmented multi-agency regulatory structures.",
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: united, states, technological, innovation, data. Scope: robotics and drones industry; United States regulatory environment after 2011.",
    "ambiguous": true
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    "whyRelevant": "Shared high-information concepts: uncertainty, transition, technological, innovation. Scope: technological transition periods.",
    "ambiguous": true
   },
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    "confidence": 0.3817,
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    "whyRelevant": "Shared high-information concepts: uncertainty, transition, technological, innovation. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2834531-009",
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    "rank": 5,
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    "whyRelevant": "Shared high-information concepts: uncertainty, transition, technological, innovation. Scope: age of continuous disruptive innovation; existing rulemaking framework.",
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0007, SHA-256 bf2213ee9446b647b40daf2de1dd804cd8b36c263bf153c654dd31f4a135b831, as written and authorize publication of all 154 response claims on my canonical property, preserving their evidence levels, ambiguity labels, provenance, and the unchanged 5,033 scholarly claims.",
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}