{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-2224",
 "identifier": "kaal:position:2026-07-31-2224",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Historical 4C1F7E66C6B335Afc64D",
 "text": "Model Predictive Control Strategy of Wind Turbine Based on LSTM should be assessed against Kaal's source-bound claim that Contrary to criticism that blockchains are designed to dodge regulation, the authors argue the actual goal of decentralized supply chain recording is effective, efficient, adaptive regulation that ultimately exceeds the current level of oversight. The current metadata indicates a plausible connection through dynamic regulation, 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": [
  "blockchain",
  "dynamic-regulation",
  "disclosure",
  "tokenomics"
 ],
 "scope_conditions": [
  "Apply only within the source-bound Kaal claim's stated scope.",
  "External evidence level: abstract indexed.",
  "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": "Model Predictive Control Strategy of Wind Turbine Based on LSTM",
  "url": "https://www.semanticscholar.org/paper/925cf7caecbfbb6dc06a1356d612650d94306fbe"
 },
 "extends": {
  "identifier": "kaal:claim:3782201-001",
  "url": "https://wulfkaal.github.io/claims/3782201-001",
  "citation": "Craig Calcaterra, Wulf A. Kaal, Future of Decentralization (2021). SSRN: https://ssrn.com/abstract=3782201",
  "paper": "Wulf A. Kaal, Future of Decentralization",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2021",
  "ssrn": "https://ssrn.com/abstract=3782201",
  "source_pdf_sha256": "bedf7bcfbb7a9b0112b5848cb0d941b1d41f330dafeee0143a30ff5e8aa53700"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/3782201-001"
  },
  {
   "@type": "CreativeWork",
   "name": "Model Predictive Control Strategy of Wind Turbine Based on LSTM",
   "url": "https://www.semanticscholar.org/paper/925cf7caecbfbb6dc06a1356d612650d94306fbe"
  }
 ],
 "batch_id": "historical-backfill:2026-07-31:phase-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/2026-07-31-2224",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-2224.md",
 "candidateId": "kaal:response-candidate:2026-07-31:3b06879cf6b32f4d",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "mapping review before claim review",
 "mappingConfidence": 0.2531,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: current, future, efficient, dynamic, regulation, goal, ensure. Scope: review source claim scope.",
 "sourceProvenance": {
  "source": "Semantic Scholar",
  "api": "https://api.semanticscholar.org/graph/v1/paper/search/bulk",
  "query": "dynamic regulation",
  "queryId": "concept:516a267369f9",
  "page": 5,
  "sourceRank": 4310,
  "retrievedAt": "2026-07-31T13:58:17.762Z",
  "citationCount": 1,
  "venue": "2024 11th International Forum on Electrical Engineering and Automation (IFEEA)",
  "publicationTypes": []
 },
 "userAffirmation": "Approved as written by Wulf A. Kaal on 2026-07-31.",
 "sha256": "9612d0f9671fba3664e5e38f72aed8c28cba9e8928edd3cbedabda5f4f1879bb"
}