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 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6773",
 "identifier": "kaal:position:2026-07-31-6773",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Intelligent Nir Responsive Ti3C2Tx Mxene Films For On Demand Dynamic Fri 7Bf626853C",
 "text": "Intelligent NIR-responsive Ti3C2Tx MXene films for on-demand dynamic friction modulation and sustainable robust lubrication. presents the following source proposition: However, its responsive and dynamic regulation over friction remain an unaddressed challenge. This proposition is pertinent to Kaal's source-bound claim that Legacy ex-ante regulatory attempts fail because they assume a static technological landscape, while AI development is dynamic and requires rules that are adaptable and responsive. The proposed response is a qualification: 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": "qualification",
 "keywords": [
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  "historical-response",
  "scholarly-literature",
  "semantic-scholar"
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 "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: 0.3641.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Intelligent NIR-responsive Ti3C2Tx MXene films for on-demand dynamic friction modulation and sustainable robust lubrication.",
  "url": "https://www.semanticscholar.org/paper/242ba837380528dbc75d89d427032ca14b420481"
 },
 "extends": {
  "identifier": "kaal:claim:4796714-026",
  "url": "https://wulfkaal.github.io/claims/4796714-026",
  "citation": "Wulf A. Kaal, AI Governance (2024). SSRN: https://ssrn.com/abstract=4796714",
  "paper": "Wulf A. Kaal, 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/4796714-026"
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  {
   "@type": "CreativeWork",
   "name": "Intelligent NIR-responsive Ti3C2Tx MXene films for on-demand dynamic friction modulation and sustainable robust lubrication.",
   "url": "https://www.semanticscholar.org/paper/242ba837380528dbc75d89d427032ca14b420481"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0006",
 "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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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-6773",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3641,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: responsive, dynamic, regulation, over, remain. Scope: applies to legacy ex-ante and ex-post rulemaking; holds under exponential rates of technical change.",
 "sourceProvenance": {
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  "sourceRecordId": "242ba837380528dbc75d89d427032ca14b420481",
  "queryId": "concept:516a267369f9",
  "queryText": "dynamic regulation",
  "canonicalUrl": "https://www.semanticscholar.org/paper/242ba837380528dbc75d89d427032ca14b420481",
  "doi": "10.1016/j.jcis.2025.139473",
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   "CorpusId": 283119422,
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  "providerPage": 2,
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  "workAuthors": [
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   "Jielin Cui",
   "Shengjian Gong",
   "Dandan Wang",
   "Zhe Liu",
   "Xiaowan Liu",
   "Ping Li",
   "Jianxi Liu",
   "Peiwei Gong"
  ],
  "workPublishedAt": "2025-11-13",
  "identityKeys": [
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   "url:https://www.semanticscholar.org/paper/242ba837380528dbc75d89d427032ca14b420481",
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    "rank": 1,
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: responsive, dynamic, regulation, over, remain. Scope: applies to legacy ex-ante and ex-post rulemaking; holds under exponential rates of technical change.",
    "ambiguous": true
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    "whyRelevant": "Shared high-information concepts: responsive, dynamic, however, regulation. Scope: environments of exponential disruptive innovation; where data on emerging trends precedes settled facts.",
    "ambiguous": true
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   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: dynamic, regulation, over, remain. Scope: United States federal and state agency rulemaking.",
    "ambiguous": true
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   {
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    "confidence": 0.3009,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: responsive, dynamic, regulation. Scope: review source claim scope.",
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    "whyRelevant": "Shared high-information concepts: dynamic, sustainable, regulation. Scope: existing regulatory framework relying on stable and presumptively optimal rules; environment of exponential disruptive innovation.",
    "ambiguous": true
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 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0006, SHA-256 d724cb4e85d4ecdf4e8488b6b1c8ed999688fe58732ad5a50c5c197c25427f43, as written and authorize publication of all 250 response claims on my canonical property, preserving their evidence levels, ambiguity labels, provenance, and the unchanged 5,033 scholarly claims.",
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}