{
  "as_of": "2026-11-09",
  "corpus_refresh": {
    "human": "Ian supplied two new articles and requested corpus/analysis updates",
    "ai": "Codex read and selected two additional literal passages; original authors and declared-credit uncertainty retained",
    "new_source_ids": [
      "24957",
      "25049"
    ],
    "independent_human_review": false
  },
  "scope": "Six-theme archive interpretation and its 21-post evidence companion",
  "human_contributor": "Ian G. Williams",
  "human_roles": [
    {
      "role": "Conceptualization",
      "meaning": "Set the study’s central aims.",
      "human": "Ian G. Williams defined the cohort-trend and archive-exploration objectives.",
      "status": "Documented direction"
    },
    {
      "role": "Methodology",
      "meaning": "Choose and shape the approach.",
      "human": "Ian G. Williams requested academic-year cohort comparisons, NLTK/MALLET analysis, and a body-credit re-audit. Implementation details were agent-developed. Ian requested two simulated reviewer perspectives and incorporation of the additional persona review, then prioritized research/examination use. Ian requested the theme-oriented visualization revision; the evidence layers and counting definitions were operationalized by the agent. Ian confirmed academic-year interpretation for the historical directory; Codex operationalized separate role families and evidence-basis comparisons. Ian clarified that student guest authors, including GCDRI participants, may not have been Fellows at publication; these roles must be kept distinct.",
      "status": "Documented direction"
    },
    {
      "role": "Project administration",
      "meaning": "Coordinate the work.",
      "human": "Ian G. Williams set priorities through successive requests and revisions. Ian designated a public correction contact and retained licensing decisions. Ian selected the project title and authorized a private GCDigitalFellows repository under the authenticated perlsdiver account. Ian authorized public website publishing while keeping the source repository private. Ian required a README changelog for every update, with separate human and AI attribution. Ian instructed preservation and integration of shared GitHub/remote-terminal contributions, with his approval for significant changes. Ian requested repository guidance for assisting review and revision agents; the instructions were agent-drafted. Ian required explicit GAIDeT and CRediT attribution instructions for assisting agents.",
      "status": "Documented direction"
    },
    {
      "role": "Resources",
      "meaning": "Supply materials or tools.",
      "human": "Ian G. Williams supplied the WordPress XML export. Source writers’ contributions are acknowledged separately below. Ian supplied TTT-Website-review.md and the public contact details. On November 9, 2026, Ian supplied a second WordPress XML export containing two new published posts and requested integration and recomputation; Codex performed the processing and checks.",
      "status": "Documented provision"
    },
    {
      "role": "Supervision",
      "meaning": "Direct and oversee the project.",
      "human": "Ian G. Williams directed the work and requested corrections; this does not establish line-by-line human review of all outputs.",
      "status": "Documented direction"
    },
    {
      "role": "Validation",
      "meaning": "Check claims, methods or results.",
      "human": "Ian G. Williams identified missing authors and required re-analysis. Numerical tests and browser checks were agent-run; independent human replication is not documented. Ian identified the incorrect account attribution for Linked Data for the Uninitiated (Part 1), named McMichael, and requested this archive-wide correction. Ian required complete article accounting and authorship vetting across the project; requesting this review is distinct from confirming every author.",
      "status": "Documented issue identification"
    },
    {
      "role": "Writing – review & editing",
      "meaning": "Critique and revise the work.",
      "human": "Ian G. Williams requested clearer explanations, human-readable annotations, and attribution corrections. Human rewriting of every passage is not claimed. Ian authorized implementation of the review recommendations; this is not confirmation of every resulting claim.",
      "status": "Documented critical feedback"
    }
  ],
  "role_confirmation": "Evidence-based project mapping; contributor confirmation of individual roles and final approval of this essay are not recorded.",
  "delegator": "Ian G. Williams, through requests for source-linked interpretation, website integration and attribution revision",
  "ai_tool": "OpenAI Codex (OpenAI); exact underlying model/build not recorded in project artifacts",
  "ai_tasks": [
    {
      "category": "Supervision",
      "id": "0000044",
      "task": "Quality assessment",
      "work": "Two Codex sub-agents inspected the site; Codex also assessed the external persona review identified by Ian as Deepseek V4.1 Flash 1017 in the CAIL sandbox in OpenWebUI, using a previous-iteration ZIP. These were not human reviews."
    },
    {
      "category": "Supervision",
      "id": "0000047",
      "task": "Recommendations",
      "work": "Synthesized the review findings and proposed/implemented a research-first revision plan with explicitly unresolved human decisions."
    },
    {
      "category": "Data Management",
      "id": "0000025",
      "task": "Data curation and organization",
      "work": "Selected 21 posts (including two November 2026 additions), joined corrected author credits and organized the source ledger."
    },
    {
      "category": "Data Management",
      "id": "0000023",
      "task": "Validation",
      "work": "Checked selected passages against the XML; these were agent-run checks, not independent human verification."
    },
    {
      "category": "Writing and Editing",
      "id": "0000032",
      "task": "Summarizing text",
      "work": "Summarized the selected source posts."
    },
    {
      "category": "Writing and Editing",
      "id": "0000033",
      "task": "Formulation of conclusions",
      "work": "Proposed the six themes and their interpretive connections; no new statistical finding was computed."
    },
    {
      "category": "Writing and Editing",
      "id": "0000030",
      "task": "Text generation",
      "work": "Drafted the essay and explanatory attribution text."
    },
    {
      "category": "Writing and Editing",
      "id": "0000031",
      "task": "Proofreading and editing",
      "work": "Revised wording and attribution disclosure in response to the requester."
    },
    {
      "category": "Software Development and Automation",
      "id": "0000017",
      "task": "Code generation",
      "work": "Built the source-evidence companion and website interpretation tab."
    },
    {
      "category": "Supervision",
      "id": "0000046",
      "task": "Identification of limitations",
      "work": "Documented selection, attribution, access and causal-inference limits; this taxonomy heading does not make AI a human supervisor."
    }
  ],
  "human_review_limit": "Project direction and critical feedback are documented. Human passage-by-passage verification, independent replication and approval of all conclusions are not established.",
  "source_writer_boundary": "Source writers are credited at each cited post. They are not assigned CRediT roles in this new interpretation; their endorsement and historical AI use are not assessed.",
  "computation_boundary": "The revised interpretation includes a targeted reading of five additional posts from 2018–2022 after simulated AI review. No NLTK/MALLET refit was performed. Existing software outputs are separate from the generative-AI interpretation.",
  "framework_sources": [
    {
      "id": "credit-standard",
      "title": "ANSI/NISO Z39.104-2022: CRediT, Contributor Roles Taxonomy",
      "url": "https://www.niso.org/publications/z39104-2022-credit",
      "use": "Standard identity and publication metadata"
    },
    {
      "id": "credit-roles",
      "title": "NISO CRediT role descriptors",
      "url": "https://credit.niso.org/contributor-roles-defined/",
      "use": "Canonical role labels; short descriptions here are paraphrases"
    },
    {
      "id": "credit-implementation",
      "title": "NISO: How to implement CRediT",
      "url": "https://credit.niso.org/implementing-credit/",
      "use": "Role assignment and contributor confirmation guidance"
    },
    {
      "id": "gaidet-paper",
      "title": "Suchikova, Tsybuliak, Teixeira da Silva & Nazarovets: GAIDeT (2026; online 2025)",
      "url": "https://doi.org/10.1080/08989621.2025.2544331",
      "use": "Framework citation; publisher full text was not accessible in this session"
    },
    {
      "id": "gaidet-pubmed",
      "title": "PubMed record 40781729",
      "url": "https://pubmed.ncbi.nlm.nih.gov/40781729/",
      "use": "Verified paper metadata and abstract"
    },
    {
      "id": "gaidet-generator",
      "title": "GAIDeT Declaration Generator",
      "url": "https://panbibliotekar.github.io/gaidet-declaration/",
      "use": "Public category/task wording and declaration fields"
    },
    {
      "id": "gaidet-terms",
      "title": "GAIDeT source taxonomy: terms.yml",
      "url": "https://raw.githubusercontent.com/panbibliotekar/gaidet-declaration/main/_data/terms.yml",
      "use": "Selected task labels and persistent term identifiers; snapshot accessed November 1, 2026"
    },
    {
      "id": "gaidet-repository",
      "title": "GAIDeT generator repository and license",
      "url": "https://github.com/panbibliotekar/gaidet-declaration",
      "use": "Framework authorship and source provenance; no generator code copied"
    }
  ],
  "framing_revision": {
    "date": "2026-11-04",
    "human": "Ian G. Williams approved the tentative framing What the archive suggests.",
    "agent": "Codex changed the visible heading and lead framing; the six groups, 19 source passages and byline evidence remain unchanged.",
    "limit": "Approval of framing is not passage-by-passage verification or consensus of source authors. Human evaluation resources remain limited/TBD."
  }
}