{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7549",
 "identifier": "kaal:position:2026-07-31-7549",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai Blockchain And Iot Driving Innovation In Connected Ecosystems A1015Fd533",
 "text": "AI, Blockchain, and IoT Driving Innovation in Connected Ecosystems presents the following source proposition: Blockchain technology reduces such vulnerabilities as tampering and illegitimate accessing by providing a decentralized immutable platform for data sharing. This proposition is pertinent to Kaal's source-bound claim that Internet based platform businesses and distributed ledger technology businesses have not reached their full potential, and the core factor holding them back is worldwide decreasing trust in the internet together with under developed trust in decentralized technology solutions. 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"
 },
 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "reputation",
  "decentralization",
  "blockchain",
  "innovation",
  "historical-response",
  "scholarly-literature",
  "crossref"
 ],
 "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: 0.4209.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "AI, Blockchain, and IoT Driving Innovation in Connected Ecosystems",
  "url": "https://doi.org/10.4018/979-8-3373-1210-1.ch002"
 },
 "extends": {
  "identifier": "kaal:claim:3266953-001",
  "url": "https://wulfkaal.github.io/claims/3266953-001",
  "citation": "Craig Calcaterra, Wulf A. Kaal, Gopinath Sivalingam, Reputation Protocol for the Internet of Trust - Conceptual Whitepaper (2018). SSRN: https://ssrn.com/abstract=3266953",
  "paper": "Craig Calcaterra, Wulf A. Kaal, Gopinath Sivalingam, Reputation Protocol for the Internet of Trust - Conceptual Whitepaper",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2018",
  "ssrn": "https://ssrn.com/abstract=3266953",
  "source_pdf_sha256": "781758dea356e55d79c73ad7f1debe7c83de398bd1cd9e0a9a6c2802f276b4c0"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3266953-001"
  },
  {
   "@type": "CreativeWork",
   "name": "AI, Blockchain, and IoT Driving Innovation in Connected Ecosystems",
   "url": "https://doi.org/10.4018/979-8-3373-1210-1.ch002"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0009",
 "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": {
  "@id": "https://wulfkaal.github.io/positions/index.json"
 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7549",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7549.md",
 "candidateId": "kaal:response-draft:2026-07-31:f3de8c4f49d03cb9c7ac",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4209,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: blockchain, innovation, technology, decentralized, platform, data. Scope: internet based platform businesses; distributed ledger technology businesses.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.4018/979-8-3373-1210-1.ch002",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.4018/979-8-3373-1210-1.ch002",
  "doi": "10.4018/979-8-3373-1210-1.ch002",
  "externalIds": {
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   "Crossref": "10.4018/979-8-3373-1210-1.ch002"
  },
  "retrievedAt": "2026-07-31T20:34:05.446Z",
  "providerPage": 15,
  "rawObservationSha256": "15fcb3ad0fb4588889077e5e3ee6595acf44226ad63e9f49e6ff22cc58249558",
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  "workId": "work:doi:10.4018/979-8-3373-1210-1.ch002",
  "workAuthors": [
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   "Anindita Chakraborty"
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  "identityKeys": [
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   "crossref:10.4018/979-8-3373-1210-1.ch002",
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   "title:68dd434a4ddb614a80123357",
   "proposition:84e27bf3a6e114031bb71dabe2d9a3f907bb4a73c4941f5aa8f621c1ba48a50b"
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  "sourceProposition": "Blockchain technology reduces such vulnerabilities as tampering and illegitimate accessing by providing a decentralized immutable platform for data sharing.",
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    "claimId": "kaal:claim:3266953-001",
    "claimUrl": "https://wulfkaal.github.io/claims/3266953-001",
    "rank": 1,
    "confidence": 0.4209,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, innovation, technology, decentralized, platform, data. Scope: internet based platform businesses; distributed ledger technology businesses.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4021599-002",
    "claimUrl": "https://wulfkaal.github.io/claims/4021599-002",
    "rank": 2,
    "confidence": 0.3612,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, technology, such, immutable. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3409548-035",
    "claimUrl": "https://wulfkaal.github.io/claims/3409548-035",
    "rank": 3,
    "confidence": 0.36,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, technology, reduces, data. Scope: fund back office and recordkeeping functions.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5245185-003",
    "claimUrl": "https://wulfkaal.github.io/claims/5245185-003",
    "rank": 4,
    "confidence": 0.3596,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, such, immutable, data. Scope: training data recorded on chain; systems relying on large language models.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2834531-001",
    "claimUrl": "https://wulfkaal.github.io/claims/2834531-001",
    "rank": 5,
    "confidence": 0.3545,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: innovation, technology, accessing. Scope: once the main technical problems of a technology have been solved.",
    "ambiguous": true
   }
  ]
 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0009, SHA-256 b79e655db33b69d4e6de8a205792c1e02d068eea4880d69cd6faeb884041abdf, 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.",
 "sha256": "d817c1a60db69340ac2c27134636dae45b3687dc990b1aecd7d3d89ac6fa2193"
}