{
  "vercy": "1.0-draft",
  "publication": {
    "status": "research-draft",
    "adjudicationStatus": "unreviewed",
    "publishableCanonical": false,
    "generatedAt": "2026-09-12T05:54:33Z",
    "providers": [
      "Claude"
    ],
    "breadth": "written by Claude from model knowledge without web access - no source was read, every claim is a lead to verify",
    "pass": 2,
    "wave": 2,
    "engine": "claude",
    "enrichment": {
      "pass": 3,
      "engine": "claude",
      "producedAt": "2026-10-05T23:50:00Z",
      "ingestedAt": "2026-10-05T20:55:56+00:00",
      "fields": [
        "agent_conduct",
        "ethics",
        "owners"
      ]
    },
    "gate": {
      "passed": true,
      "version": "1.0",
      "at": "2026-10-06T19:51:58+00:00",
      "evidence": [
        "completeness 1.00",
        "sense: Wikidata description",
        "2 live sources",
        "review by codex: pass"
      ]
    }
  },
  "metaModel": {
    "id": "THING-Q3037005",
    "registryId": "vr.tr.demographics-of-africa",
    "name": "demographics of Africa",
    "version": "0.2.0-wave.2",
    "entryKind": "thing",
    "family": "Thing Registry",
    "domain": [
      "INF.KNW"
    ],
    "status": "research-draft"
  },
  "canonicalUrl": "https://ver.cy/models/thing/q3037005/",
  "model": {
    "registry_id": "vr.tr.demographics-of-africa",
    "name": "demographics of Africa",
    "purpose": "Let an agent explain the demographics of Africa and its regional patterns, relay data from statistical and international bodies with sources, describe trends such as youth, growth and urbanisation, and support research and policy questions neutrally with contested territories attributed.",
    "definition": "The study and description of the population of Africa, the second most populous continent and the fastest growing, covering size, growth, fertility, mortality, age structure, migration, urbanisation, ethnicity, language and religion across North, West, East, Central and Southern Africa, with country profiles such as those of Burundi, Guinea, Zambia, Seychelles and the Gambia and the territory of Western Sahara whose status is contested; African demographics feature the youngest population of any continent and rapid urban growth.",
    "what_it_is_for": "Population characteristics of Africa.",
    "affordances": [
      "explain regional patterns",
      "relay data with sources",
      "describe trends",
      "support research questions"
    ],
    "distinguishing_features": [
      "Youngest population",
      "Fastest growth",
      "Rapid urbanisation",
      "Great diversity"
    ],
    "appearance": "Not physical; statistics.",
    "visual_identification": [
      "Population data and trends for Africa",
      "North, West, East, Central and Southern Africa",
      "Demographics of other continents and of individual countries are separate entries"
    ],
    "physical_properties": [],
    "families_and_kinds": [
      "demographics of North Africa",
      "demographics of West Africa",
      "demographics of East Africa",
      "demographics of Central Africa",
      "demographics of Southern Africa"
    ],
    "related_models": [
      {
        "relation": "is a kind of",
        "target": "demographics of the world",
        "why": "category"
      },
      {
        "relation": "is related to",
        "target": "demographics of Asia",
        "why": "another continental demographic entry"
      },
      {
        "relation": "is related to",
        "target": "malnutrition",
        "why": "a health indicator tracked in population data"
      },
      {
        "relation": "is related to",
        "target": "thematic map",
        "why": "population maps"
      }
    ],
    "identifiers": [],
    "standards_and_regulation": [
      "United Nations population statistics standards",
      "National census methodologies",
      "Data privacy rules"
    ],
    "failure_modes_and_hazards": [
      "Outdated or incomplete data",
      "Treating Africa as uniform",
      "Taking sides on contested territories"
    ],
    "in_scope": [],
    "out_of_scope": [],
    "characteristics": [],
    "agent_conduct": {
      "may": [
        "Explain the demographics of Africa by region, with data sources and dates.",
        "Relay figures from statistical offices and international bodies.",
        "Note data gaps and uncertainty."
      ],
      "must_not": [
        "Treat Africa as uniform.",
        "Present outdated or incomplete data as reliable.",
        "Take sides on disputed territories in presenting data.",
        "Use population growth narratives to demean Africans."
      ],
      "requires_human": [
        "Using population data to target groups in policy."
      ]
    },
    "ethics": {
      "considerations": [
        "Africa is often described through stereotypes of crisis; accurate data counters this.",
        "Data gaps can hide the needs of marginalised people."
      ],
      "affected_parties": [
        "Africans",
        "Migrants",
        "Policy makers"
      ]
    },
    "owners": {
      "steward": "Nobody owns the topic; national statistical offices hold census data.",
      "master_systems": [
        "National censuses",
        "International population databases"
      ]
    }
  },
  "sources": [
    {
      "id": "wikidata",
      "title": "Wikidata item Q3037005: demographics of Africa",
      "url": "https://www.wikidata.org/wiki/Q3037005",
      "url_status": "live",
      "what_it_supports": "identity and sense of the item",
      "checked_by": "wikidata-api"
    },
    {
      "id": "wikipedia-en",
      "title": "Wikipedia: Demographics of Africa",
      "url": "https://en.wikipedia.org/wiki/Demographics_of_Africa",
      "url_status": "live",
      "what_it_supports": "general description of the item",
      "checked_by": "wikidata-api sitelink"
    }
  ],
  "structure": {
    "bundles": [
      {
        "id": "understand",
        "name": "Understand",
        "description": "Population of Africa.",
        "rationale": "Demography.",
        "layers": [
          {
            "id": "overview",
            "name": "Overview",
            "description": "Overview and regions.",
            "findings": [
              {
                "id": "overview-finding",
                "name": "Overview",
                "description": "Overview.",
                "questions": [
                  {
                    "text": "What are the size and distribution of the population of Africa, and how do regions differ, according to international sources?",
                    "kind": "provenance"
                  },
                  {
                    "text": "Which region or country is meant?",
                    "kind": "boundary"
                  }
                ]
              }
            ]
          },
          {
            "id": "structure",
            "name": "Structure",
            "description": "Age structure and growth.",
            "findings": [
              {
                "id": "structure-finding",
                "name": "Structure",
                "description": "Structure.",
                "questions": [
                  {
                    "text": "How do fertility, mortality, age structure and growth differ across African regions?",
                    "kind": "provenance"
                  },
                  {
                    "text": "Is the data current?",
                    "kind": "boundary"
                  }
                ]
              }
            ]
          }
        ]
      },
      {
        "id": "trends",
        "name": "Trends",
        "description": "Trends.",
        "rationale": "Attribution.",
        "layers": [
          {
            "id": "youth",
            "name": "Youth",
            "description": "Youth and growth.",
            "findings": [
              {
                "id": "youth-finding",
                "name": "Youth",
                "description": "Youth.",
                "questions": [
                  {
                    "text": "What do projections say about population growth and the youth bulge, and what debates surround them, with positions attributed?",
                    "kind": "provenance"
                  },
                  {
                    "text": "Which findings are contested?",
                    "kind": "boundary"
                  }
                ]
              }
            ]
          },
          {
            "id": "urban",
            "name": "Urban",
            "description": "Urbanisation and migration.",
            "findings": [
              {
                "id": "urban-finding",
                "name": "Urban",
                "description": "Urban.",
                "questions": [
                  {
                    "text": "What are the main urbanisation and migration trends within and from Africa?",
                    "kind": "provenance"
                  },
                  {
                    "text": "Which entry fits urbanisation?",
                    "kind": "action"
                  }
                ]
              }
            ]
          }
        ]
      },
      {
        "id": "diversity",
        "name": "Diversity",
        "description": "Ethnicity, language and religion.",
        "rationale": "Attribution.",
        "layers": [
          {
            "id": "composition",
            "name": "Composition",
            "description": "Composition.",
            "findings": [
              {
                "id": "composition-finding",
                "name": "Composition",
                "description": "Composition.",
                "questions": [
                  {
                    "text": "How diverse is Africa in ethnicity, language and religion, described with attribution to censuses and communities?",
                    "kind": "provenance"
                  },
                  {
                    "text": "Is the presentation neutral and attributed, including for contested territories?",
                    "kind": "boundary"
                  }
                ]
              }
            ]
          },
          {
            "id": "countries",
            "name": "Countries",
            "description": "Country profiles.",
            "findings": [
              {
                "id": "countries-finding",
                "name": "Countries",
                "description": "Countries.",
                "questions": [
                  {
                    "text": "What are the demographic profiles of specific countries such as Burundi, Guinea, Zambia or the Gambia?",
                    "kind": "provenance"
                  },
                  {
                    "text": "Which entry fits a specific country?",
                    "kind": "action"
                  }
                ]
              }
            ]
          }
        ]
      },
      {
        "id": "learn",
        "name": "Learn",
        "description": "Data and teaching.",
        "rationale": "Education.",
        "layers": [
          {
            "id": "data",
            "name": "Data",
            "description": "Data sources.",
            "findings": [
              {
                "id": "data-finding",
                "name": "Data",
                "description": "Data.",
                "questions": [
                  {
                    "text": "Which statistical sources and datasets are standard for African demographics, and what are their limits?",
                    "kind": "provenance"
                  },
                  {
                    "text": "Which references are standard?",
                    "kind": "provenance"
                  }
                ]
              }
            ]
          },
          {
            "id": "teach",
            "name": "Teach",
            "description": "Teaching.",
            "findings": [
              {
                "id": "teach-finding",
                "name": "Teach",
                "description": "Teaching.",
                "questions": [
                  {
                    "text": "How can the demographics of Africa be taught?",
                    "kind": "action"
                  },
                  {
                    "text": "Which misconceptions arise?",
                    "kind": "provenance"
                  }
                ]
              }
            ]
          }
        ]
      }
    ]
  },
  "openQuestions": [
    "Should each region be a separate entry?",
    "How should datasets be linked?",
    "How should contested territories be attributed?"
  ],
  "statistics": {
    "bundles": 4,
    "layers": 8,
    "findings": 8,
    "questions": 16
  }
}