{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-6012",
 "identifier": "kaal:position:2026-07-31-6012",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Fraud Detection In Decentralized Autonomous Organization Dao With Machin 37C8F2F7D5",
 "text": "Fraud Detection in Decentralized Autonomous Organization (DAO) with Machine Learning presents the following source proposition: This organization makes use of smart contracts, a software where the rules and policies of the organization are embedded. This proposition is pertinent to Kaal's source-bound claim that A decentralized autonomous organization is merely computer code with no directors, managers or employees, its governance structure built with software, code and smart contracts running on a public decentralized blockchain platform. 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": [
  "dao",
  "smart-contracts",
  "blockchain",
  "governance-design",
  "corporate-governance",
  "historical-response",
  "scholarly-literature",
  "openalex"
 ],
 "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: 0.4573.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Fraud Detection in Decentralized Autonomous Organization (DAO) with Machine Learning",
  "url": "https://doi.org/10.1201/9788770047746-5"
 },
 "extends": {
  "identifier": "kaal:claim:3227967-023",
  "url": "https://wulfkaal.github.io/claims/3227967-023",
  "citation": "Mark Fenwick, Wulf A. Kaal, Erik P.M. Vermeulen, Legal Education in a Digital Age Why 'Coding for Lawyers' Matters (2018). SSRN: https://ssrn.com/abstract=3227967",
  "paper": "Mark Fenwick, Wulf A. Kaal, Erik P.M. Vermeulen, Legal Education in a Digital Age Why 'Coding for Lawyers' Matters",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2018",
  "ssrn": "https://ssrn.com/abstract=3227967",
  "source_pdf_sha256": "f6e13b956f864ab32ec3305d095a35a127770327d75b3688f785cefc437d369f"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3227967-023"
  },
  {
   "@type": "CreativeWork",
   "name": "Fraud Detection in Decentralized Autonomous Organization (DAO) with Machine Learning",
   "url": "https://doi.org/10.1201/9788770047746-5"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0003",
 "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/2026-07-31-6012",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-6012.md",
 "candidateId": "kaal:response-draft:2026-07-31:98bbd13d63ce75aefd8a",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4573,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: decentralized, autonomous, organization, dao, smart, contracts, software, computer. Scope: DAOs built on public platforms, in most cases Ethereum.",
 "sourceProvenance": {
  "source": "openalex",
  "sourceRecordId": "https://openalex.org/W4407783277",
  "queryId": "concept:ee778ad15ea3",
  "queryText": "decentralized autonomous organization",
  "canonicalUrl": "https://doi.org/10.1201/9788770047746-5",
  "doi": "10.1201/9788770047746-5",
  "externalIds": {
   "OpenAlex": "https://openalex.org/W4407783277",
   "DOI": "10.1201/9788770047746-5"
  },
  "retrievedAt": "2026-07-31T17:52:08.151Z",
  "providerPage": 5,
  "rawObservationSha256": "f026d7dd7da047aae5791a54ea357f144fd43516ac183c424507efb2b5d33012",
  "inputSnapshotSha256": "bdb2cd83e925a3abd26bab9a4375d1355c1d8fbab8736869dc7845f3ba159924",
  "inputLine": 8299,
  "chunkId": "openalex-00001",
  "workId": "work:doi:10.1201/9788770047746-5",
  "workAuthors": [
   "Aderonke Favour-Betty Thompson",
   "Bukola Abimbola Onyekwelu",
   "Samson Nsikan Obong"
  ],
  "workPublishedAt": "2025-02-20",
  "identityKeys": [
   "doi:10.1201/9788770047746-5",
   "openalex:https://openalex.org/w4407783277",
   "url:https://doi.org/10.1201/9788770047746-5",
   "title:0917ddd903008a02a6d1aece",
   "proposition:1a8e702024b9fbddd21dfe3a3656cfdacaba2b778b89727ffe6ce1a09645179d"
  ],
  "sourceProposition": "This organization makes use of smart contracts, a software where the rules and policies of the organization are embedded.",
  "sourcePropositionSha256": "aca9ffdc2dd798c3f1f22d714bcaaf010e2f36bf0904865cb677b49b02369b0b",
  "sourcePropositionIndex": 1,
  "claimMappings": [
   {
    "claimId": "kaal:claim:3227967-023",
    "claimUrl": "https://wulfkaal.github.io/claims/3227967-023",
    "rank": 1,
    "confidence": 0.4573,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralized, autonomous, organization, dao, smart, contracts, software, computer. Scope: DAOs built on public platforms, in most cases Ethereum.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3067615-004",
    "claimUrl": "https://wulfkaal.github.io/claims/3067615-004",
    "rank": 2,
    "confidence": 0.3796,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralized, machine, smart, contracts, blockchain, technology, applications. Scope: ICO market through 2017.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2922176-036",
    "claimUrl": "https://wulfkaal.github.io/claims/2922176-036",
    "rank": 3,
    "confidence": 0.3731,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralized, autonomous, organization, dao, smart, contracts, blockchain. Scope: the original DAO structure, running on the Ethereum public blockchain.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3227933-030",
    "claimUrl": "https://wulfkaal.github.io/claims/3227933-030",
    "rank": 4,
    "confidence": 0.3711,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralized, organization, dao, smart, contracts, software, blockchain. Scope: the DAO, 2016.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3799320-020",
    "claimUrl": "https://wulfkaal.github.io/claims/3799320-020",
    "rank": 5,
    "confidence": 0.3678,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralized, autonomous, organization, dao, smart, contracts, blockchain. Scope: DAOs running on public decentralized blockchain platforms.",
    "ambiguous": true
   }
  ]
 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0003, SHA-256 8afd77518bf3e6dff3e21ea20524a254cd29e7e4678a80362a24c26c8dc039e2, 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": "a71179d242b7b938632a820d49dda5e595b6ae5116469f25539c3ce25114f11f"
}