{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7548",
 "identifier": "kaal:position:2026-07-31-7548",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai Blockchain And Iot Driving Innovation In Connected Ecosystems Abfeadddf2",
 "text": "AI, Blockchain, and IoT Driving Innovation in Connected Ecosystems presents the following source proposition: AI advances Blockchain's key distinctives, and open ledgers by changing data processing and pattern recognition alongside decision-making. This proposition is pertinent to Kaal's source-bound claim that A drawback of the traditional VC evaluation process is that perceptual, emotional, and cognitive processes affect the investment decision alongside financial considerations, because the evaluation criteria are applied through subjective human decision making. 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": [
  "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: 0.3964.",
  "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:3962614-008",
  "url": "https://wulfkaal.github.io/claims/3962614-008",
  "citation": "Wulf A. Kaal, REPUTATION AS CAPITAL – How Decentralized Autonomous Organizations Address Shortcomings in the Ventu (2021). SSRN: https://ssrn.com/abstract=3962614",
  "paper": "Wulf A. Kaal, REPUTATION AS CAPITAL – How Decentralized Autonomous Organizations Address Shortcomings in the Ventu",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2021",
  "ssrn": "https://ssrn.com/abstract=3962614",
  "source_pdf_sha256": "c6e202e77fd08db801f932774026458b94e5d103abf30cb1189fe6a1c5edf391"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3962614-008"
  },
  {
   "@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/2026-07-31-7548",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7548.md",
 "candidateId": "kaal:response-draft:2026-07-31:8fa821ef3094d10dfb39",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3964,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: innovation, alongside, decision, making. Scope: human applied VC screening criteria.",
 "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": {
   "DOI": "10.4018/979-8-3373-1210-1.ch002",
   "Crossref": "10.4018/979-8-3373-1210-1.ch002"
  },
  "retrievedAt": "2026-07-31T20:34:05.446Z",
  "providerPage": 15,
  "rawObservationSha256": "15fcb3ad0fb4588889077e5e3ee6595acf44226ad63e9f49e6ff22cc58249558",
  "inputSnapshotSha256": "95f3c3e1638ca36a1683b7a07036b5ed8191ad7a1549b24a5ebff941a468f5ce",
  "inputLine": 3668,
  "chunkId": "crossref-00006",
  "workId": "work:doi:10.4018/979-8-3373-1210-1.ch002",
  "workAuthors": [
   "Sreelekha Paul",
   "Anindita Chakraborty"
  ],
  "workPublishedAt": "2025-06-04",
  "identityKeys": [
   "doi:10.4018/979-8-3373-1210-1.ch002",
   "crossref:10.4018/979-8-3373-1210-1.ch002",
   "url:https://doi.org/10.4018/979-8-3373-1210-1.ch002",
   "title:68dd434a4ddb614a80123357",
   "proposition:d64eb2201b608abc9b4222b8ed91ebd3c51d65bd1a81ffe44b07b2535125ee65"
  ],
  "sourceProposition": "AI advances Blockchain's key distinctives, and open ledgers by changing data processing and pattern recognition alongside decision-making.",
  "sourcePropositionSha256": "46e9dfdb18126b9d4b7d49f09688539bfa2c45b602a0da42fd55b0f707ed59b0",
  "sourcePropositionIndex": 1,
  "claimMappings": [
   {
    "claimId": "kaal:claim:3962614-008",
    "claimUrl": "https://wulfkaal.github.io/claims/3962614-008",
    "rank": 1,
    "confidence": 0.3964,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: innovation, alongside, decision, making. Scope: human applied VC screening criteria.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2831040-011",
    "claimUrl": "https://wulfkaal.github.io/claims/2831040-011",
    "rank": 2,
    "confidence": 0.3597,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: driving, innovation, changing. Scope: innovation driven by shifting values and societal norms.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2998033-003",
    "claimUrl": "https://wulfkaal.github.io/claims/2998033-003",
    "rank": 3,
    "confidence": 0.3368,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, innovation, ledgers. Scope: applies to processes whose core function is ledger keeping and that rely on legal intermediaries.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3071378-007",
    "claimUrl": "https://wulfkaal.github.io/claims/3071378-007",
    "rank": 4,
    "confidence": 0.3368,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, innovation, ledgers. Scope: services whose core function is keeping a legal ledger.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2808132-023",
    "claimUrl": "https://wulfkaal.github.io/claims/2808132-023",
    "rank": 5,
    "confidence": 0.3296,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: innovation, data, processing. Scope: multi-month or multi-year regulatory procedures; fast product launch cycles.",
    "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": "2c12f751635456552f659d25c915018bf4b6166acea2f967e4bcf3227e145b5a"
}