{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/claims/4755632-041",
 "identifier": "kaal:claim:4755632-041",
 "text": "Combining decentralized governance with gamification of micro task work is the condition under which gamification does not compromise dataset quality and accuracy, and this combination is what allows gamified micro task work to scale high-quality diverse datasets for AI learning.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
 },
 "citation": "Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024). SSRN: https://ssrn.com/abstract=4755632",
 "isBasedOn": {
  "@type": "ScholarlyArticle",
  "name": "AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning",
  "datePublished": "2024",
  "url": "https://ssrn.com/abstract=4755632",
  "sha256": "972ccebf0c06ac1767a9e443bb95942b7670e806a63c25ee817c368a64c8eca8",
  "encoding": "https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202024%20-%20AI%20Learning%20-%20Decentralized%20Governance%20to%20Optimize%20Human%20Output%20Datasets%20for%20AI%20Learning.pdf"
 },
 "keywords": [
  "decentralization",
  "governance-design",
  "empirical-evidence",
  "ai-and-agents"
 ],
 "about": [
  "decentralized-governance",
  "gamification",
  "dataset-accuracy",
  "ai-learning",
  "scaling"
 ],
 "abstract": "combination of decentralized governance and gamification of micro task work, ALE Platform ensures that gamification techniques do not compromise the quality and accuracy",
 "additionalProperty": [
  {
   "@type": "PropertyValue",
   "name": "claim_type",
   "value": "condition"
  },
  {
   "@type": "PropertyValue",
   "name": "confidence",
   "value": "argued"
  },
  {
   "@type": "PropertyValue",
   "name": "scope_conditions",
   "value": [
    "applies to the ALE Platform design"
   ]
  },
  {
   "@type": "PropertyValue",
   "name": "is_failure_mode",
   "value": false
  },
  {
   "@type": "PropertyValue",
   "name": "attestations",
   "value": "https://wulfkaal.github.io/colloquium/attestations/729d9612bfab2393517fd5cd335b89bc9da7d260b71f80ef6d21a0a737608814.json"
  },
  {
   "@type": "PropertyValue",
   "name": "edges",
   "value": [
    {
     "rel": "extends",
     "to": "https://wulfkaal.github.io/claims/3128900-003",
     "to_id": "kaal:claim:3128900-003",
     "similarity": 0.329
    },
    {
     "rel": "extends",
     "to": "https://wulfkaal.github.io/claims/4734750-031",
     "to_id": "kaal:claim:4734750-031",
     "similarity": 0.324
    },
    {
     "rel": "extended_by",
     "to": "https://wulfkaal.github.io/claims/6244278-033",
     "to_id": "kaal:claim:6244278-033",
     "similarity": 0.323
    },
    {
     "rel": "extends",
     "to": "https://wulfkaal.github.io/claims/4734750-032",
     "to_id": "kaal:claim:4734750-032",
     "similarity": 0.303
    }
   ]
  }
 ],
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/claims/index.json"
 },
 "dateModified": "2026-07-27",
 "version": "1.0",
 "sha256": "729d9612bfab2393517fd5cd335b89bc9da7d260b71f80ef6d21a0a737608814",
 "canonicalForm": "https://wulfkaal.github.io/claims/4755632-041.md"
}