{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7120",
 "identifier": "kaal:position:2026-07-31-7120",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Enhancing Adaptive And Sustainable Resilience Through Artificial Intelli 44B255572C",
 "text": "Enhancing adaptive and sustainable resilience through artificial intelligence, machine learning, internet of things, big data analytics, and blockchain presents the following source proposition: Contemporary organizations and society are challenged unlike ever before by climate change, cybersecurity, and supply chain earthquakes, pandemics, and infrastructure breakdowns and require innovative solutions to create resilient systems. This proposition is pertinent to Kaal's source-bound claim that Leveraging the big data collected through Legal Tech solutions and blockchain applications in combination with machine learning produces more creative and faster tools, which in turn generates a surge of innovative platforms that disrupt the legal industry. 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": [
  "ai-and-agents",
  "blockchain",
  "law-and-legal-systems",
  "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: 0.3966.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Enhancing adaptive and sustainable resilience through artificial intelligence, machine learning, internet of things, big data analytics, and blockchain",
  "url": "https://www.semanticscholar.org/paper/ddfb65d7124f4599502294ec2ec92a22942e2456"
 },
 "extends": {
  "identifier": "kaal:claim:2939127-023",
  "url": "https://wulfkaal.github.io/claims/2939127-023",
  "citation": "Mark Fenwick, Wulf A. Kaal, Erik P. M. Vermeulen, Legal Education in the Blockchain Revolution (2017). SSRN: https://ssrn.com/abstract=2939127",
  "paper": "Mark Fenwick, Wulf A. Kaal, Erik P. M. Vermeulen, Legal Education in the Blockchain Revolution",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2017",
  "ssrn": "https://ssrn.com/abstract=2939127",
  "source_pdf_sha256": "abcef529c7200261c59eec43018375b3b26e3186239fb9d002bacc298dba26ff"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/2939127-023"
  },
  {
   "@type": "CreativeWork",
   "name": "Enhancing adaptive and sustainable resilience through artificial intelligence, machine learning, internet of things, big data analytics, and blockchain",
   "url": "https://www.semanticscholar.org/paper/ddfb65d7124f4599502294ec2ec92a22942e2456"
  }
 ],
 "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": {
  "@id": "https://wulfkaal.github.io/positions/index.json"
 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7120",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7120.md",
 "candidateId": "kaal:response-draft:2026-07-31:8033dc9a5b061430f2ab",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3966,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: through, machine, learning, big, data, blockchain, innovative, solutions. Scope: settings where Legal Tech and blockchain generate usable data at scale.",
 "sourceProvenance": {
  "source": "semantic-scholar",
  "sourceRecordId": "ddfb65d7124f4599502294ec2ec92a22942e2456",
  "queryId": "concept:b78ed75f4a0b",
  "queryText": "decentralization governance",
  "canonicalUrl": "https://www.semanticscholar.org/paper/ddfb65d7124f4599502294ec2ec92a22942e2456",
  "doi": "10.70593/deepsci.0202003",
  "externalIds": {
   "DOI": "10.70593/deepsci.0202003",
   "CorpusId": 285897022,
   "SemanticScholar": "ddfb65d7124f4599502294ec2ec92a22942e2456"
  },
  "retrievedAt": "2026-07-31T13:59:07.126Z",
  "providerPage": 2,
  "rawObservationSha256": "a77afe5baee06459e7c3117a8d6320de5293a6aebbe00952ac4e421a72315b37",
  "inputSnapshotSha256": "96a846999aefd65306457ebd7971f1abef182a04b39a927618f8460274d795ab",
  "inputLine": 12151,
  "chunkId": "semantic-scholar-00004",
  "workId": "work:doi:10.70593/deepsci.0202003",
  "workAuthors": [
   "S. Enomah",
   "Obizue Mirian Ndidi",
   "N. Rane",
   "Jayesh Rane"
  ],
  "workPublishedAt": "2026-02-19",
  "identityKeys": [
   "doi:10.70593/deepsci.0202003",
   "semantic-scholar:ddfb65d7124f4599502294ec2ec92a22942e2456",
   "url:https://www.semanticscholar.org/paper/ddfb65d7124f4599502294ec2ec92a22942e2456",
   "title:81a8b0ed88e06f9b70fee661",
   "proposition:eb8a5ce9e543514626292c6732776b245cfec476aee31285bec9fdd38133c930"
  ],
  "sourceProposition": "Contemporary organizations and society are challenged unlike ever before by climate change, cybersecurity, and supply chain earthquakes, pandemics, and infrastructure breakdowns and require innovative solutions to create resilient systems.",
  "sourcePropositionSha256": "13cdea25fb9d3234f18f26de9c983a9be0cdaefbb7c1ceda18c13139af5831c9",
  "sourcePropositionIndex": 0,
  "claimMappings": [
   {
    "claimId": "kaal:claim:2939127-023",
    "claimUrl": "https://wulfkaal.github.io/claims/2939127-023",
    "rank": 1,
    "confidence": 0.3966,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: through, machine, learning, big, data, blockchain, innovative, solutions. Scope: settings where Legal Tech and blockchain generate usable data at scale.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2939127-004",
    "claimUrl": "https://wulfkaal.github.io/claims/2939127-004",
    "rank": 2,
    "confidence": 0.3366,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, machine, learning, blockchain. Scope: first mover law schools that make the financial investment; a threshold point of law firm adoption is reached.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-001",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-001",
    "rank": 3,
    "confidence": 0.328,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, big, data, blockchain. Scope: private investment fund industry; period of roughly 2007 to 2017.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2959730-002",
    "claimUrl": "https://wulfkaal.github.io/claims/2959730-002",
    "rank": 4,
    "confidence": 0.328,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, big, data, blockchain. Scope: advisers using the technologies in operations or strategy.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2998033-030",
    "claimUrl": "https://wulfkaal.github.io/claims/2998033-030",
    "rank": 5,
    "confidence": 0.328,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, big, data, blockchain. Scope: characterized by the author as anecdotal rather than sample based evidence.",
    "ambiguous": true
   }
  ]
 },
 "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.",
 "sha256": "df72553a7284ba7f880f331a61b591181cade42d1195712d95997bc5cb24738e"
}