{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7122",
 "identifier": "kaal:position:2026-07-31-7122",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Enhancing Adaptive And Sustainable Resilience Through Artificial Intelli 15D115792D",
 "text": "Enhancing adaptive and sustainable resilience through artificial intelligence, machine learning, internet of things, big data analytics, and blockchain presents the following source proposition: The research problem revolves around the ways these emerging technologies can be used hand in hand with each other and result in the following outcomes: predictive capabilities, adaptive response, distributed trust mechanism, and real time intelligence which makes systems resilient. This proposition is pertinent to Kaal's source-bound claim that Law schools that invest early in artificial intelligence, machine learning, and blockchain will gain a comparative advantage over peer schools irrespective of ranking, because demand for lawyers trained in those technologies is likely to spike once law firm adoption crosses a threshold. 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": [
  "law-and-legal-systems",
  "education-and-practice",
  "innovation",
  "blockchain",
  "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: 0.3562.",
  "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:2939127-004",
  "url": "https://wulfkaal.github.io/claims/2939127-004",
  "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/2939127-004"
  },
  {
   "@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/2026-07-31-7122",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7122.md",
 "candidateId": "kaal:response-draft:2026-07-31:d8e0757235b1dfc5a8cb",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3562,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: artificial, intelligence, machine, learning, blockchain, technologies. Scope: first mover law schools that make the financial investment; a threshold point of law firm adoption is reached.",
 "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:4afaf571b5d5f3c9735ba94ac445a5410c7d1258e9767373f33503b25b7c4934"
  ],
  "sourceProposition": "The research problem revolves around the ways these emerging technologies can be used hand in hand with each other and result in the following outcomes: predictive capabilities, adaptive response, distributed trust mechanism, and real time intelligence which makes systems resilient.",
  "sourcePropositionSha256": "74b849fe75d615cefc0afd6b6aa85dff90a7e7a543986fa0740ff639053162eb",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:2939127-004",
    "claimUrl": "https://wulfkaal.github.io/claims/2939127-004",
    "rank": 1,
    "confidence": 0.3562,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, machine, learning, blockchain, technologies. Scope: first mover law schools that make the financial investment; a threshold point of law firm adoption is reached.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2998033-030",
    "claimUrl": "https://wulfkaal.github.io/claims/2998033-030",
    "rank": 2,
    "confidence": 0.348,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: artificial, intelligence, big, data, blockchain, technologies. Scope: characterized by the author as anecdotal rather than sample based evidence.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2939127-023",
    "claimUrl": "https://wulfkaal.github.io/claims/2939127-023",
    "rank": 3,
    "confidence": 0.332,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: through, machine, learning, big, data, blockchain. Scope: settings where Legal Tech and blockchain generate usable data at scale.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3981021-011",
    "claimUrl": "https://wulfkaal.github.io/claims/3981021-011",
    "rank": 4,
    "confidence": 0.3259,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: blockchain, technologies, distributed, trust, real, time. Scope: charitable donation flows recorded on distributed ledgers.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3266953-003",
    "claimUrl": "https://wulfkaal.github.io/claims/3266953-003",
    "rank": 5,
    "confidence": 0.3221,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: enhancing, internet, blockchain, distributed, trust. Scope: trust migrated from organizations to machines and algorithms.",
    "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": "57c806bea3ad22db47f13fd0aa831839e91a2b08edf55f5033a9f027f8cf8cdb"
}
