{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-1236",
 "identifier": "kaal:position:2026-07-31-1236",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Historical 6253F3D419011A60Ff9F",
 "text": "DSybil: Optimal Sybil-Resistance for Recommendation Systems should be assessed against Kaal's source-bound claim that Preparing a workforce for the quantum economy requires universities and training institutions to build specialized curricula that combine quantum mechanics, computer science, and information theory, paired with industry partnerships that supply hands on experience. The current metadata indicates a plausible connection through Sybil resistance, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
 "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": [
  "education-and-practice",
  "citation-and-knowledge",
  "economics"
 ],
 "scope_conditions": [
  "Apply only within the source-bound Kaal claim's stated scope.",
  "External evidence level: metadata only.",
  "Mapping review tier: mapping review before claim review.",
  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
 ],
 "currentDebate": {
  "name": "DSybil: Optimal Sybil-Resistance for Recommendation Systems",
  "url": "https://www.semanticscholar.org/paper/0e1b655537bb85762b5000d6cb48385b525d5733"
 },
 "extends": {
  "identifier": "kaal:claim:4900880-033",
  "url": "https://wulfkaal.github.io/claims/4900880-033",
  "citation": "Wulf A. Kaal, Quantum Economy and the Future of Work (2024). SSRN: https://ssrn.com/abstract=4900880",
  "paper": "Quantum Economy and the Future of Work",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2024",
  "ssrn": "https://ssrn.com/abstract=4900880",
  "source_pdf_sha256": "64ea6e8b7cfb3d9a83801eba54f9b87182b842a963273ddab7f2d5305639db73"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/4900880-033"
  },
  {
   "@type": "CreativeWork",
   "name": "DSybil: Optimal Sybil-Resistance for Recommendation Systems",
   "url": "https://www.semanticscholar.org/paper/0e1b655537bb85762b5000d6cb48385b525d5733"
  }
 ],
 "batch_id": "historical-backfill:2026-07-31:phase-0005",
 "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/2026-07-31-1236",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-1236.md",
 "candidateId": "kaal:response-candidate:2026-07-31:519ac83190acf931",
 "evidenceLevel": "metadata only",
 "reviewTier": "mapping review before claim review",
 "mappingConfidence": 0.3369,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: computer, science. Scope: review source claim scope.",
 "sourceProvenance": {
  "source": "Semantic Scholar",
  "api": "https://api.semanticscholar.org/graph/v1/paper/search/bulk",
  "query": "Sybil resistance",
  "queryId": "concept:25fe6a17cf75",
  "page": 1,
  "sourceRank": 7,
  "retrievedAt": "2026-07-31T13:58:59.481Z",
  "citationCount": 135,
  "venue": "IEEE Symposium on Security and Privacy",
  "publicationTypes": [
   "JournalArticle"
  ]
 },
 "userAffirmation": "Approved as written by Wulf A. Kaal on 2026-07-31.",
 "sha256": "6bc3081da8a855e89881327158fe4b9b5da155935db79de0fda659db6ac9f091"
}