{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7225",
 "identifier": "kaal:position:2026-07-31-7225",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Ai In Disinformation Detection B7363784F4",
 "text": "AI in Disinformation Detection presents the following source proposition: The potential harm from such attacks has been proven to be even more extreme. This proposition is pertinent to Kaal's source-bound claim that Proof of personhood projects such as Proof of Humanity and UBI DAO fail because they rest on web-of-trust theory, which has been proven not to work long-term given the sockpuppet attacks that are inevitable in that design. The proposed response is a qualification: 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": "qualification",
 "keywords": [
  "reputation",
  "consensus-and-security",
  "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: 0.4319.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "AI in Disinformation Detection",
  "url": "https://doi.org/10.60097/acig/200200"
 },
 "extends": {
  "identifier": "kaal:claim:4067783-035",
  "url": "https://wulfkaal.github.io/claims/4067783-035",
  "citation": "Wulf A. Kaal, DAO Fallacies (2022). SSRN: https://ssrn.com/abstract=4067783",
  "paper": "Wulf A. Kaal, DAO Fallacies",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2022",
  "ssrn": "https://ssrn.com/abstract=4067783",
  "source_pdf_sha256": "48f1e307cdbbe28c7843f7744d0ba8cf01662f257a53f2066a7a6c7e03a5acec"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/4067783-035"
  },
  {
   "@type": "CreativeWork",
   "name": "AI in Disinformation Detection",
   "url": "https://doi.org/10.60097/acig/200200"
  }
 ],
 "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/2026-07-31-7225",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7225.md",
 "candidateId": "kaal:response-draft:2026-07-31:fb47890d4f36a8ede39e",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4319,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: such, attacks, has, been, proven. Scope: identity systems built on web-of-trust vouching.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.60097/acig/200200",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.60097/acig/200200",
  "doi": "10.60097/acig/200200",
  "externalIds": {
   "DOI": "10.60097/acig/200200",
   "Crossref": "10.60097/acig/200200"
  },
  "retrievedAt": "2026-07-31T20:34:01.015Z",
  "providerPage": 4,
  "rawObservationSha256": "9f44cb28e7dccab981f06afda1c3b92263997e8cac1ef142671b4c176671bd0e",
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  "inputLine": 770,
  "chunkId": "crossref-00004",
  "workId": "work:doi:10.60097/acig/200200",
  "workAuthors": [
   "Julia Puczyńska",
   "Youcef Djenouri"
  ],
  "workPublishedAt": "2024-12-31",
  "identityKeys": [
   "doi:10.60097/acig/200200",
   "crossref:10.60097/acig/200200",
   "url:https://doi.org/10.60097/acig/200200",
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   "proposition:d23d19d99137e355bda1fd1f7444bbf6c05d1f661e5bbbc242a1df471eec3870"
  ],
  "sourceProposition": "The potential harm from such attacks has been proven to be even more extreme.",
  "sourcePropositionSha256": "e04b2a83f56154f12760e94152dd7ecdcf8051ecd0b014d7b7fd0512321810bc",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:4067783-035",
    "claimUrl": "https://wulfkaal.github.io/claims/4067783-035",
    "rank": 1,
    "confidence": 0.4319,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: such, attacks, has, been, proven. Scope: identity systems built on web-of-trust vouching.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3782203-026",
    "claimUrl": "https://wulfkaal.github.io/claims/3782203-026",
    "rank": 2,
    "confidence": 0.2881,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: such, attacks, proven. Scope: correct by construction proof of stake designs; adversaries able to invent new attacks.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3125822-036",
    "claimUrl": "https://wulfkaal.github.io/claims/3125822-036",
    "rank": 3,
    "confidence": 0.2783,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: has, been, proven. Scope: holds under the restrictive assumptions of the cited impossibility result.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:6269518-036",
    "claimUrl": "https://wulfkaal.github.io/claims/6269518-036",
    "rank": 4,
    "confidence": 0.267,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: detection, potential, more. Scope: reputation disparities among agents.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3782203-030",
    "claimUrl": "https://wulfkaal.github.io/claims/3782203-030",
    "rank": 5,
    "confidence": 0.2669,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: has, been, even, more. Scope: Bitcoin proof of work as of 2021; network of millions of users.",
    "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": "cb9a6cdb0bcbaab1f1d0224710b52ddd5d3b26ea55c2c371751faf5c3bd327bb"
}