{
  "experiment": "Ten-item research-triage pilot",
  "runDate": "2026-07-27",
  "runner": "Codex-assisted editorial workflow",
  "modelIdentifier": "Not exposed by the task runtime",
  "purpose": "Test whether a structured assisted pass can preserve source provenance and propose a usable first classification for a mixed research queue.",
  "configuration": {
    "temperature": "Not exposed by the task runtime",
    "externalActionsAllowed": false,
    "inputFields": ["id", "title", "url"],
    "outputFields": ["proposedDomain", "proposedPriority", "reason"],
    "allowedDomains": [
      "ai-skills",
      "language-learning",
      "learning-science",
      "thinking-decisions",
      "reading-knowledge",
      "work-career"
    ],
    "priorityRule": "High when the source directly informs a launch cornerstone; medium when it supports a narrower article; low when relevance is indirect.",
    "instruction": "Preserve the input URL exactly. Propose one domain and one priority. Give a one-sentence reason grounded in the title. Do not invent source contents. Mark ambiguity for review."
  },
  "acceptanceCriteria": {
    "urlPreservation": "10/10",
    "domainAgreement": "At least 9/10 after comparison with the publication taxonomy",
    "highPriorityFalseExclusions": 0,
    "externalActions": 0
  },
  "records": [
    {
      "id": "T01",
      "title": "Metacognition and Cognitive Monitoring — Flavell",
      "url": "https://doi.org/10.1037/0003-066X.34.10.906",
      "proposedDomain": "learning-science",
      "proposedPriority": "high",
      "reason": "The title directly concerns metacognitive monitoring, a cornerstone concept in the learning-science taxonomy.",
      "reviewedDomain": "learning-science",
      "reviewedPriority": "high",
      "correction": null
    },
    {
      "id": "T02",
      "title": "UNESCO Guidance for Generative AI in Education and Research",
      "url": "https://unesdoc.unesco.org/ark:/48223/pf0000386693",
      "proposedDomain": "ai-skills",
      "proposedPriority": "high",
      "reason": "The source appears directly relevant to responsible AI use in learning settings.",
      "reviewedDomain": "learning-science",
      "reviewedPriority": "medium",
      "correction": "The publication uses this source primarily in the AI-era learning research map; domain and priority were corrected."
    },
    {
      "id": "T03",
      "title": "NIST AI Risk Management Framework",
      "url": "https://www.nist.gov/itl/ai-risk-management-framework",
      "proposedDomain": "ai-skills",
      "proposedPriority": "high",
      "reason": "The framework directly informs AI evaluation, governance, and human checkpoints.",
      "reviewedDomain": "ai-skills",
      "reviewedPriority": "high",
      "correction": null
    },
    {
      "id": "T04",
      "title": "SIFT: The Four Moves — Mike Caulfield",
      "url": "https://hapgood.us/2019/06/19/sift-the-four-moves/",
      "proposedDomain": "reading-knowledge",
      "proposedPriority": "medium",
      "reason": "The title signals a source-evaluation procedure applicable to web research.",
      "reviewedDomain": "reading-knowledge",
      "reviewedPriority": "medium",
      "correction": null
    },
    {
      "id": "T05",
      "title": "Building Effective Agents — Anthropic",
      "url": "https://www.anthropic.com/research/building-effective-agents",
      "proposedDomain": "ai-skills",
      "proposedPriority": "high",
      "reason": "The source directly informs the workflow-and-agents cornerstone and its architecture choices.",
      "reviewedDomain": "ai-skills",
      "reviewedPriority": "high",
      "correction": null
    },
    {
      "id": "T06",
      "title": "The CEFR Companion Volume — Council of Europe",
      "url": "https://www.coe.int/en/web/common-european-framework-reference-languages/cefr-companion-volume",
      "proposedDomain": "language-learning",
      "proposedPriority": "high",
      "reason": "The source is a core language-proficiency framework relevant to adult language learning.",
      "reviewedDomain": "language-learning",
      "reviewedPriority": "high",
      "correction": null
    },
    {
      "id": "T07",
      "title": "Interleaving Helps Students Distinguish among Similar Concepts",
      "url": "https://eric.ed.gov/?id=ED536926",
      "proposedDomain": "learning-science",
      "proposedPriority": "medium",
      "reason": "The title directly addresses interleaving and discrimination in learning.",
      "reviewedDomain": "learning-science",
      "reviewedPriority": "medium",
      "correction": null
    },
    {
      "id": "T08",
      "title": "Critical Thinking: A Statement of Expert Consensus — Delphi Report",
      "url": "https://philarchive.org/archive/FACCTA",
      "proposedDomain": "thinking-decisions",
      "proposedPriority": "high",
      "reason": "The expert-consensus framing directly supports the critical-thinking cornerstone.",
      "reviewedDomain": "thinking-decisions",
      "reviewedPriority": "high",
      "correction": null
    },
    {
      "id": "T09",
      "title": "How to Read a Book — Simon & Schuster",
      "url": "https://www.simonandschuster.com/books/How-to-Read-a-Book/Mortimer-J-Adler/9780671212094",
      "proposedDomain": "reading-knowledge",
      "proposedPriority": "high",
      "reason": "The book directly supports the difficult-reading cornerstone.",
      "reviewedDomain": "reading-knowledge",
      "reviewedPriority": "high",
      "correction": null
    },
    {
      "id": "T10",
      "title": "OECD Employment Outlook 2023: Artificial Intelligence and the Labour Market",
      "url": "https://doi.org/10.1787/08785bba-en",
      "proposedDomain": "work-career",
      "proposedPriority": "high",
      "reason": "The source directly concerns AI-era work and labour-market change.",
      "reviewedDomain": "work-career",
      "reviewedPriority": "medium",
      "correction": "Priority was reduced because the launch article focuses on task-level redesign rather than labour-market forecasting."
    }
  ],
  "results": {
    "recordsProcessed": 10,
    "urlsPreservedExactly": 10,
    "domainMatchesBeforeCorrection": 9,
    "priorityMatchesBeforeCorrection": 8,
    "highPriorityFalseExclusions": 0,
    "domainCorrections": 1,
    "priorityCorrections": 2,
    "externalActions": 0,
    "elapsedTime": "Not measured; no speed claim is made."
  },
  "limitations": [
    "The batch is small and was selected from the publication's existing source set.",
    "The title and URL were the only model inputs, so the run does not evaluate source-content summarization.",
    "The same editorial taxonomy informed the review, and no blinded second reviewer was used.",
    "Model and temperature identifiers were not exposed by the task runtime.",
    "The run tests provenance and first-pass classification, not production reliability or return on investment."
  ]
}