{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7244",
 "identifier": "kaal:position:2026-07-31-7244",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming The Fair Game Auditing Amp Debiasing Ai Algorithms Over Time 4434282C38",
 "text": "The Fair Game: Auditing & debiasing AI algorithms over time presents the following source proposition: Often, the definitions of bias used in the literature are observational, i.e. This proposition is pertinent to Kaal's source-bound claim that A fair launch rewards protocol can measure ethical conduct by whether a user engages with the protocol consistently, invests, and votes over time, while users who merely use the network for yield farming may not qualify because they lack engagement. 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",
  "risk-and-incentives",
  "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: 0.3536.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "The Fair Game: Auditing & debiasing AI algorithms over time",
  "url": "https://doi.org/10.1017/cfl.2025.8"
 },
 "extends": {
  "identifier": "kaal:claim:4015908-039",
  "url": "https://wulfkaal.github.io/claims/4015908-039",
  "citation": "Wulf A. Kaal, Fair Token Launch (2022). SSRN: https://ssrn.com/abstract=4015908",
  "paper": "Wulf A. Kaal, Fair Token Launch",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2022",
  "ssrn": "https://ssrn.com/abstract=4015908",
  "source_pdf_sha256": "e0925afde0c42a16cd5310983789fae3eb3d1f121e2954a72afa64191d00fe37"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/4015908-039"
  },
  {
   "@type": "CreativeWork",
   "name": "The Fair Game: Auditing & debiasing AI algorithms over time",
   "url": "https://doi.org/10.1017/cfl.2025.8"
  }
 ],
 "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/2026-07-31-7244",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7244.md",
 "candidateId": "kaal:response-draft:2026-07-31:08df31d2fe6fce5a2b05",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3536,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: fair, over, time. Scope: protocol can measure historical on chain user behavior.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.1017/cfl.2025.8",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.1017/cfl.2025.8",
  "doi": "10.1017/cfl.2025.8",
  "externalIds": {
   "DOI": "10.1017/cfl.2025.8",
   "Crossref": "10.1017/cfl.2025.8"
  },
  "retrievedAt": "2026-07-31T20:34:01.015Z",
  "providerPage": 4,
  "rawObservationSha256": "2a2d66423cd504f91c6adf3475048dcac673d1eb4cab023ac9a6228e4c3654e3",
  "inputSnapshotSha256": "95f3c3e1638ca36a1683b7a07036b5ed8191ad7a1549b24a5ebff941a468f5ce",
  "inputLine": 942,
  "chunkId": "crossref-00004",
  "workId": "work:doi:10.1017/cfl.2025.8",
  "workAuthors": [
   "Debabrota Basu",
   "Udvas Das"
  ],
  "workPublishedAt": "2025-01-01",
  "identityKeys": [
   "doi:10.1017/cfl.2025.8",
   "crossref:10.1017/cfl.2025.8",
   "url:https://doi.org/10.1017/cfl.2025.8",
   "title:d21c88e27617f30bd31f20bb",
   "proposition:7ebc82a1c846f550e02316d24b675cbffbbdc297a8c1f48bab8632194ce42798"
  ],
  "sourceProposition": "Often, the definitions of bias used in the literature are observational, i.e.",
  "sourcePropositionSha256": "8407bd1f82a25876b79552876d9a8ac7088c11444ebdeec6b7ec493c2c286e34",
  "sourcePropositionIndex": 0,
  "claimMappings": [
   {
    "claimId": "kaal:claim:4015908-039",
    "claimUrl": "https://wulfkaal.github.io/claims/4015908-039",
    "rank": 1,
    "confidence": 0.3536,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: fair, over, time. Scope: protocol can measure historical on chain user behavior.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3949098-008",
    "claimUrl": "https://wulfkaal.github.io/claims/3949098-008",
    "rank": 2,
    "confidence": 0.3398,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: over, time, used. Scope: reputation is meaningful and secure; guarantors stake reputation and associated cashflow streams.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4015908-032",
    "claimUrl": "https://wulfkaal.github.io/claims/4015908-032",
    "rank": 3,
    "confidence": 0.3213,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: fair, used. Scope: fair launch distributes rewards through liquidity mining.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:1428387-013",
    "claimUrl": "https://wulfkaal.github.io/claims/1428387-013",
    "rank": 4,
    "confidence": 0.3079,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: fair, time. Scope: thinly traded or infrequently traded assets.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4015908-025",
    "claimUrl": "https://wulfkaal.github.io/claims/4015908-025",
    "rank": 5,
    "confidence": 0.3062,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: fair, over. Scope: community DAO oversees project code and liquidity.",
    "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": "0eecbc9cc249147d71af336571e1ee2ac7952b0359fc4dc2161186c1b4f5caf3"
}