{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7377",
 "identifier": "kaal:position:2026-07-31-7377",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Socio Economic Development Through Technological Innovation 6Abdb81483",
 "text": "Socio-Economic Development Through Technological Innovation presents the following source proposition: The chapter deals with sectoral use in healthcare, agriculture, education, and finance. This proposition is pertinent to Kaal's source-bound claim that Law schools should educate lawyers who add value by helping clients and society adjust to the technological environment rather than lawyers who impose unnecessary or unwise restrictions on it, since such restrictions will not stop technological development anyway. 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",
  "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: 0.4837.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Socio-Economic Development Through Technological Innovation",
  "url": "https://doi.org/10.4018/979-8-3373-7205-1.ch010"
 },
 "extends": {
  "identifier": "kaal:claim:2939127-034",
  "url": "https://wulfkaal.github.io/claims/2939127-034",
  "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/2939127-034"
  },
  {
   "@type": "CreativeWork",
   "name": "Socio-Economic Development Through Technological Innovation",
   "url": "https://doi.org/10.4018/979-8-3373-7205-1.ch010"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0008",
 "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/2026-07-31-7377",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7377.md",
 "candidateId": "kaal:response-draft:2026-07-31:41315f1597901ab8f9c3",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4837,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: development, technological, innovation, education. Scope: review source claim scope.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.4018/979-8-3373-7205-1.ch010",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.4018/979-8-3373-7205-1.ch010",
  "doi": "10.4018/979-8-3373-7205-1.ch010",
  "externalIds": {
   "DOI": "10.4018/979-8-3373-7205-1.ch010",
   "Crossref": "10.4018/979-8-3373-7205-1.ch010"
  },
  "retrievedAt": "2026-07-31T20:34:03.188Z",
  "providerPage": 9,
  "rawObservationSha256": "6b35cdb4dc5fa61e0b433a6fe7a526248f306d07f91f4fdb5174db3d1b1e6c01",
  "inputSnapshotSha256": "95f3c3e1638ca36a1683b7a07036b5ed8191ad7a1549b24a5ebff941a468f5ce",
  "inputLine": 2102,
  "chunkId": "crossref-00009",
  "workId": "work:doi:10.4018/979-8-3373-7205-1.ch010",
  "workAuthors": [
   "Akshat Dayma",
   "Pankaj Dhaundiyal",
   "Abhinav Kataria"
  ],
  "workPublishedAt": "2026-05-13",
  "identityKeys": [
   "doi:10.4018/979-8-3373-7205-1.ch010",
   "crossref:10.4018/979-8-3373-7205-1.ch010",
   "url:https://doi.org/10.4018/979-8-3373-7205-1.ch010",
   "title:98dea5cf3411ae8890d288e7",
   "proposition:9c845bbe45e3b4e30f507c465c82b84e00d50fef938def8cf7b24334472ff702"
  ],
  "sourceProposition": "The chapter deals with sectoral use in healthcare, agriculture, education, and finance.",
  "sourcePropositionSha256": "4453ab60f0f0ed46f836061e9ee7cc9a8d93f033f66cfe564b58bfce29253cdb",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:2939127-034",
    "claimUrl": "https://wulfkaal.github.io/claims/2939127-034",
    "rank": 1,
    "confidence": 0.4837,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: development, technological, innovation, education. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3949098-005",
    "claimUrl": "https://wulfkaal.github.io/claims/3949098-005",
    "rank": 2,
    "confidence": 0.4725,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: through, innovation, deals, finance. Scope: DAOIC operating model; a public market willing to co purchase approved deals.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4755632-004",
    "claimUrl": "https://wulfkaal.github.io/claims/4755632-004",
    "rank": 3,
    "confidence": 0.4435,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: innovation, healthcare, finance. Scope: figures are approximate and subject to market dynamics and technological change.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2273857-044",
    "claimUrl": "https://wulfkaal.github.io/claims/2273857-044",
    "rank": 4,
    "confidence": 0.4003,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: development, technological, innovation. Scope: comparison drawn between financial and telecommunications markets.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2808132-045",
    "claimUrl": "https://wulfkaal.github.io/claims/2808132-045",
    "rank": 5,
    "confidence": 0.4003,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: development, technological, innovation. Scope: robotics and drones industry; United States regulatory environment after 2011.",
    "ambiguous": true
   }
  ]
 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0008, SHA-256 469be3af77a43b8a86f52c2e8253882abdefc7a0da53c392329c3cb8a11e8160, 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": "bb675b1dc9389388d5bace7d1a1e2a0e41e58c35fdcc509f7996cc880f9b86fe"
}