{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7870",
 "identifier": "kaal:position:2026-07-31-7870",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Algorithmic Accountability F91D3B1199",
 "text": "Algorithmic Accountability presents the following source proposition: Accountability is fundamentally about checks and balances to power. This proposition is pertinent to Kaal's source-bound claim that Because a decentralized system has a blockchain based quasi precedent nature with a human backstop, it enables built in checks and balances capable of supporting resistance even to apocalyptic takeovers of algorithmic systems that would remove human presence to optimize efficiency. 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": [
  "blockchain",
  "ai-and-agents",
  "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: 0.5592.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Algorithmic Accountability",
  "url": "https://doi.org/10.31219/osf.io/6yh62"
 },
 "extends": {
  "identifier": "kaal:claim:3808867-030",
  "url": "https://wulfkaal.github.io/claims/3808867-030",
  "citation": "Wulf A. Kaal, How Decentralized Systems Can Upgrade AI (2021). SSRN: https://ssrn.com/abstract=3808867",
  "paper": "Wulf A. Kaal, How Decentralized Systems Can Upgrade AI",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2021",
  "ssrn": "https://ssrn.com/abstract=3808867",
  "source_pdf_sha256": "eeccf6d0587bd278a96ce6ac8ec5003e26d161c245f6c94b4144d84f374802eb"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3808867-030"
  },
  {
   "@type": "CreativeWork",
   "name": "Algorithmic Accountability",
   "url": "https://doi.org/10.31219/osf.io/6yh62"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0010",
 "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/2026-07-31-7870",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7870.md",
 "candidateId": "kaal:response-draft:2026-07-31:f367df55d430e20bf071",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.5592,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: algorithmic, checks, balances. Scope: blockchain based systems with accumulated human voting records.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.31219/osf.io/6yh62",
  "queryId": "concept:a2c487c0792c",
  "queryText": "autonomous agent accountability",
  "canonicalUrl": "https://doi.org/10.31219/osf.io/6yh62",
  "doi": "10.31219/osf.io/6yh62",
  "externalIds": {
   "DOI": "10.31219/osf.io/6yh62",
   "Crossref": "10.31219/osf.io/6yh62"
  },
  "retrievedAt": "2026-07-31T21:32:56.759Z",
  "providerPage": 44,
  "rawObservationSha256": "6a1499a1ab1ab51130940c8da65f8b314af7517d8c5cac487f8059936a37636c",
  "inputSnapshotSha256": "4b76446dc6bf1d55513942e74f6c92a8a87ed7fe9173be4b65944f26fb34b117",
  "inputLine": 15857,
  "chunkId": "crossref-00046",
  "workId": "work:doi:10.31219/osf.io/6yh62",
  "workAuthors": [
   "Alex Rosenblat",
   "Tamara Kneese",
   "danah boyd"
  ],
  "workPublishedAt": "2017-01-05",
  "identityKeys": [
   "doi:10.31219/osf.io/6yh62",
   "crossref:10.31219/osf.io/6yh62",
   "url:https://doi.org/10.31219/osf.io/6yh62",
   "title:3964510b862fcab9ba9af766",
   "proposition:e5a05d16c8f8c21f5a0a1689f62d66873a2fea6c197095987af1b36fae6852fa"
  ],
  "sourceProposition": "Accountability is fundamentally about checks and balances to power.",
  "sourcePropositionSha256": "451c4e89321c010093430dfaf8c17ad5b7743f54abdf5e2065d9d5fde9bf9236",
  "sourcePropositionIndex": 0,
  "claimMappings": [
   {
    "claimId": "kaal:claim:3808867-030",
    "claimUrl": "https://wulfkaal.github.io/claims/3808867-030",
    "rank": 1,
    "confidence": 0.5592,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: algorithmic, checks, balances. Scope: blockchain based systems with accumulated human voting records.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3709041-004",
    "claimUrl": "https://wulfkaal.github.io/claims/3709041-004",
    "rank": 2,
    "confidence": 0.4961,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: checks, balances, power. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3652481-029",
    "claimUrl": "https://wulfkaal.github.io/claims/3652481-029",
    "rank": 3,
    "confidence": 0.4961,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: checks, balances, power. Scope: public blockchains with miner based off chain governance.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3782193-037",
    "claimUrl": "https://wulfkaal.github.io/claims/3782193-037",
    "rank": 4,
    "confidence": 0.4961,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: checks, balances, power. Scope: a cyclic three-branch system where each branch depends on the others to act.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:1998455-032",
    "claimUrl": "https://wulfkaal.github.io/claims/1998455-032",
    "rank": 5,
    "confidence": 0.3887,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: checks, balances. Scope: where CCS are issued with a voting rights increase upon conversion; issuance may be voluntary or mandatory.",
    "ambiguous": true
   }
  ]
 },
 "userAffirmation": "affirm batch kaal-review:2026-07-31:streaming-etl-0010, SHA-256 702170a5716aed9e79302e88407930485844aeec8c140fe64a7bf7d5dd9603af, 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": "42e35de735cbe7aa7f70075eefc77a1d67c4edf73d733ed2515414f27267db1a"
}