{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7563",
 "identifier": "kaal:position:2026-07-31-7563",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming A Proposal To Improve Research In Ai Algorithm And Data Governance 9Af07C9421",
 "text": "A proposal to improve research in AI algorithm and data governance presents the following source proposition: Complementarily these studies will be made available for discussions in a Decentralized Autonomous Organization to be implemented, especially for this purpose, in the environment called web3 or Decentralized Finance (DeFi). This proposition is pertinent to Kaal's source-bound claim that Once secure and meaningful reputation is incorporated into Web3, the collateral imbalance will reverse, and because reputation tokens are more meaningful than identity and easier to value, less collateralization will be required than in traditional protocols. 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": [
  "reputation",
  "tokenomics",
  "defi",
  "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: 0.4165.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "A proposal to improve research in AI algorithm and data governance",
  "url": "https://doi.org/10.31219/osf.io/sr7kt"
 },
 "extends": {
  "identifier": "kaal:claim:3782216-037",
  "url": "https://wulfkaal.github.io/claims/3782216-037",
  "citation": "Craig Calcaterra, Wulf A. Kaal, Decentralized Finance (DeFi) (2021). SSRN: https://ssrn.com/abstract=3782216",
  "paper": "Craig Calcaterra, Wulf A. Kaal, Decentralized Finance (DeFi)",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2021",
  "ssrn": "https://ssrn.com/abstract=3782216",
  "source_pdf_sha256": "f1739743aa06bbc1641cd65da790d531b69d8628ea3f5cc3fcad1bf5a1242373"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3782216-037"
  },
  {
   "@type": "CreativeWork",
   "name": "A proposal to improve research in AI algorithm and data governance",
   "url": "https://doi.org/10.31219/osf.io/sr7kt"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0009",
 "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/2026-07-31-7563",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7563.md",
 "candidateId": "kaal:response-draft:2026-07-31:adfbf5ed5dc115a7d42a",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4165,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: decentralized, environment, web3, finance, defi. Scope: requires a coherent system that securely tracks the value of a reputation token.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.31219/osf.io/sr7kt",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.31219/osf.io/sr7kt",
  "doi": "10.31219/osf.io/sr7kt",
  "externalIds": {
   "DOI": "10.31219/osf.io/sr7kt",
   "Crossref": "10.31219/osf.io/sr7kt"
  },
  "retrievedAt": "2026-07-31T20:34:05.849Z",
  "providerPage": 16,
  "rawObservationSha256": "5faa3ae866d2edba7b1381e651995f9fa4d47bbfd3bf305e9c2166a02e0caa6b",
  "inputSnapshotSha256": "95f3c3e1638ca36a1683b7a07036b5ed8191ad7a1549b24a5ebff941a468f5ce",
  "inputLine": 3889,
  "chunkId": "crossref-00007",
  "workId": "work:doi:10.31219/osf.io/sr7kt",
  "workAuthors": [
   "Juliao Braga",
   "Francisco Regateiro",
   "Itana Stiubiener",
   "Juliana Cristina Braga"
  ],
  "workPublishedAt": "2022-09-15",
  "identityKeys": [
   "doi:10.31219/osf.io/sr7kt",
   "crossref:10.31219/osf.io/sr7kt",
   "url:https://doi.org/10.31219/osf.io/sr7kt",
   "title:8814b82e99c092250239f119",
   "proposition:a9b1aac65b54d5486e852febe8bf52c4ee82badc0d5dc5e1811028ed5415d114"
  ],
  "sourceProposition": "Complementarily these studies will be made available for discussions in a Decentralized Autonomous Organization to be implemented, especially for this purpose, in the environment called web3 or Decentralized Finance (DeFi).",
  "sourcePropositionSha256": "4c3f02f74c2bd79c7e0b6729a2ee087aec0b3a9d4121ac3a6016e889fa6beeb6",
  "sourcePropositionIndex": 1,
  "claimMappings": [
   {
    "claimId": "kaal:claim:3782216-037",
    "claimUrl": "https://wulfkaal.github.io/claims/3782216-037",
    "rank": 1,
    "confidence": 0.4165,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralized, environment, web3, finance, defi. Scope: requires a coherent system that securely tracks the value of a reputation token.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3949098-023",
    "claimUrl": "https://wulfkaal.github.io/claims/3949098-023",
    "rank": 2,
    "confidence": 0.403,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: made, implemented, finance, defi. Scope: best efforts underwriting via RNFT staking.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3782216-001",
    "claimUrl": "https://wulfkaal.github.io/claims/3782216-001",
    "rank": 3,
    "confidence": 0.3983,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: governance, decentralized, especially, finance, defi. Scope: the decentralized economy as of the early 2020s.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3782216-020",
    "claimUrl": "https://wulfkaal.github.io/claims/3782216-020",
    "rank": 4,
    "confidence": 0.3702,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: decentralized, especially, finance, defi. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3125822-037",
    "claimUrl": "https://wulfkaal.github.io/claims/3125822-037",
    "rank": 5,
    "confidence": 0.3695,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: algorithm, decentralized, autonomous, defi. Scope: applies where an impossibility result rules out guaranteed fair exchange.",
    "ambiguous": true
   }
  ]
 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0009, SHA-256 b79e655db33b69d4e6de8a205792c1e02d068eea4880d69cd6faeb884041abdf, 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": "308a99b46eefed4f05b3876752971923d68a289a90369fd9142742d7df6a6036"
}