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 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7006",
 "identifier": "kaal:position:2026-07-31-7006",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming A New Framework For Decentralized Social Networks Harnessing Blockchain  5Bcef4F619",
 "text": "A New Framework for Decentralized Social Networks: Harnessing Blockchain, Deep Learning, and NLP presents the following source proposition: Blockchain ensures data integrity, transparency, and decentralized governance, mitigating risks associated with data manipulation and privacy breaches. This proposition is pertinent to Kaal's source-bound claim that Bitcoin and Ethereum have no formal binding governance framework declaring how consensus protocols may be changed in the future, which the authors identify as a deep flaw that weakens the networks and will lead to instability. 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": [
  "blockchain",
  "governance-design",
  "tokenomics",
  "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: 0.4155.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "A New Framework for Decentralized Social Networks: Harnessing Blockchain, Deep Learning, and NLP",
  "url": "https://www.semanticscholar.org/paper/60fd0d5bc12c33d8ca052ecbf753a5df2cb5b0ff"
 },
 "extends": {
  "identifier": "kaal:claim:3782198-025",
  "url": "https://wulfkaal.github.io/claims/3782198-025",
  "citation": "Craig Calcaterra, Wulf A. Kaal, Contemporary Decentralization (2021). SSRN: https://ssrn.com/abstract=3782198",
  "paper": "Craig Calcaterra, Wulf A. Kaal, Contemporary Decentralization",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2021",
  "ssrn": "https://ssrn.com/abstract=3782198",
  "source_pdf_sha256": "e7e1378e3eed06cace6534e7792a7307d607d18bc6beb4ac45896476280728e4"
 },
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   "@id": "https://wulfkaal.github.io/claims/3782198-025"
  },
  {
   "@type": "CreativeWork",
   "name": "A New Framework for Decentralized Social Networks: Harnessing Blockchain, Deep Learning, and NLP",
   "url": "https://www.semanticscholar.org/paper/60fd0d5bc12c33d8ca052ecbf753a5df2cb5b0ff"
  }
 ],
 "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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 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7006",
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 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4155,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: framework, networks, blockchain, deep, governance. Scope: applies to major blockchains lacking on chain governance.",
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  "source": "semantic-scholar",
  "sourceRecordId": "60fd0d5bc12c33d8ca052ecbf753a5df2cb5b0ff",
  "queryId": "concept:b78ed75f4a0b",
  "queryText": "decentralization governance",
  "canonicalUrl": "https://www.semanticscholar.org/paper/60fd0d5bc12c33d8ca052ecbf753a5df2cb5b0ff",
  "doi": "10.17350/hjse19030000363",
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  "retrievedAt": "2026-07-31T13:59:06.105Z",
  "providerPage": 1,
  "rawObservationSha256": "5733655d59de38ae38481cf52d4cff5a5e11476babfff5180b81ff0f56ad76bc",
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  "workAuthors": [
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    "rank": 1,
    "confidence": 0.4155,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: framework, networks, blockchain, deep, governance. Scope: applies to major blockchains lacking on chain governance.",
    "ambiguous": true
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   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, data, mitigating, risks. Scope: training data recorded on chain; systems relying on large language models.",
    "ambiguous": true
   },
   {
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    "confidence": 0.3604,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, ensures, transparency, governance. Scope: review source claim scope.",
    "ambiguous": true
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   {
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, privacy, breaches. Scope: blockchain integrated AI systems without rigorous monitoring.",
    "ambiguous": true
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   {
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    "claimUrl": "https://wulfkaal.github.io/claims/3373393-036",
    "rank": 5,
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralized, blockchain, governance, breaches. Scope: decentralized rather than centralized blockchain implementations.",
    "ambiguous": true
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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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}