{
    "model": {
        "rank": 4092,
        "code": "thing-q1987589",
        "model_id": "vr.tr.generation-z",
        "name": "Generation Z",
        "purpose": "Enable an AI agent to identify a specified Generation Z cohort, assess evidence about its circumstances, and judge whether a proposed comparison or intervention is justified.",
        "family": "Thing Registry",
        "category": "Society, people and institutions",
        "status": "research-draft",
        "kind": "thing",
        "plane": "SOC",
        "domain": "SOC.ORG",
        "industry": "",
        "version": "",
        "url": "/models/thing/q1987589/",
        "tier": 2,
        "score": 78,
        "payload": {
            "layer": "wikidata",
            "aliases": [
                "Generation Z in the United States"
            ],
            "aliasCount": 1,
            "merged": 1,
            "knownIn": 78,
            "facets": null,
            "markers": [],
            "lexicalClass": "",
            "senseRank": null,
            "alsoRegisteredAs": null,
            "source": {
                "dataset": "wikidata",
                "item": "Q1987589",
                "url": "https://www.wikidata.org/wiki/Q1987589",
                "license": "CC0 1.0"
            }
        },
        "research": {
            "vercy": "1.0-draft",
            "publication": {
                "status": "research-draft",
                "adjudicationStatus": "unreviewed",
                "publishableCanonical": false,
                "generatedAt": "2026-09-09T19:27:33Z",
                "providers": [
                    "Codex"
                ],
                "breadth": "recalled by Codex without web access - no source was read",
                "missingProviders": [],
                "pass": 2,
                "cost": {
                    "grok": {
                        "seconds": 26,
                        "error": "Reading additional input from stdin...\nOpenAI Codex v0.153.4\n--------\nworkdir: R:\\02_PROJECTS\\02_Meta_Models_Platforms\\Ver.cy\\current\\thing-registry-backlog\nmodel: gpt-6-astra\nprovider: openai\napproval: never\nsandbox: read-only\nreasoning effort: none\nreasoning summaries: none\nsession id: 01a087a2-c585-7bb1-9d0e-f686c602b2f8\n--------\nuser\nDescribe what is already known about one registered thing. Answer as JSON only, no prose around it.\n\nThing: Generation Z\nSense to describe: (none recorded)\nDomain code: SOC.ORG\nAlso known as: (none)\n\n\nContext for this batch of 695 things:\n# Batch 004: 1001 reg",
                        "usd": 0,
                        "recall": true
                    },
                    "codex": {
                        "seconds": 67.6,
                        "error": "Reading additional input from stdin...\nOpenAI Codex v0.153.4\n--------\nworkdir: R:\\02_PROJECTS\\02_Meta_Models_Platforms\\Ver.cy\\current\\thing-registry-backlog\nmodel: gpt-6-astra\nprovider: openai\napproval: never\nsandbox: read-only\nreasoning effort: none\nreasoning summaries: none\nsession id: 01a087a2-c582-7d81-939a-c52e9f450d7d\n--------\nuser\nYou are drafting a Vercy meta-model for one registered thing. Answer as JSON only, no prose around it.\n\nThing: Generation Z\nRegistry id: vr.tr.generation-z\nPlane / domain: SOC / SOC.ORG\nRegistry definition: (none recorded)\nNames folded into this entry: (none)\n"
                    }
                }
            },
            "metaModel": {
                "id": "THING-Q1987589",
                "registryId": "vr.tr.generation-z",
                "name": "Generation Z",
                "version": "0.1.0-research.1",
                "entryKind": "thing",
                "family": "Thing Registry",
                "domain": [
                    "SOC.ORG"
                ],
                "status": "research-draft"
            },
            "canonicalUrl": "https://ver.cy/models/thing/q1987589/",
            "model": {
                "registry_id": "vr.tr.generation-z",
                "name": "Generation Z",
                "purpose": "Enable an AI agent to identify a specified Generation Z cohort, assess evidence about its circumstances, and judge whether a proposed comparison or intervention is justified.",
                "definition": "Generation Z is a conventionally defined demographic cohort following Millennials and preceding Generation Alpha, generally comprising people born from the late 1990s to the early 2010s, with boundaries that vary by source and context.",
                "scope_statement": "This model owns Generation Z as a socially defined birth cohort whose boundaries and meaning depend on the naming authority and population context; it does not treat the cohort as an organisation or assume its members share a single identity or behaviour.",
                "in_scope": [
                    "Definitions of Generation Z, including birth-year boundaries, naming authorities and geographic applicability",
                    "Cohort membership rules and distinctions from adjacent generations and current age groups",
                    "Historically situated exposure to digital environments, education, employment and major disruptions",
                    "Variation within the cohort and evidence supporting or challenging cohort-level claims",
                    "Appropriate uses and limitations of Generation Z classifications in research and decisions"
                ],
                "out_of_scope": [
                    "Individual personality, preferences or capabilities inferred solely from birth year",
                    "Legal identity, governance and membership administration of organisations serving young people",
                    "Complete models of Millennials, Generation Alpha or other neighbouring cohorts",
                    "General models of adolescence, adulthood and life-course development",
                    "Detailed models of platforms, education systems, labour markets or historical events"
                ],
                "distinguishing_features": [
                    "Membership follows an explicitly attributed birth-period convention rather than an age band that continually admits new people.",
                    "The label denotes a population cohort, without requiring a charter, governing body or formal enrolment.",
                    "A person can satisfy a study's Generation Z definition without identifying with the label.",
                    "Adjacent-cohort membership must be resolved using the same boundary convention; boundaries from different authorities cannot be silently combined.",
                    "Claims about shared formative experience require evidence about place, timing and exposure rather than birth year alone."
                ],
                "characteristics": [
                    {
                        "name": "Operational birth interval",
                        "kind": "category",
                        "unit_or_values": "Attributed start and end birth years or dates, endpoint rules, and unresolved boundaries",
                        "why_it_matters": "Determines who is counted without presenting a disputed convention as a universal fact."
                    },
                    {
                        "name": "Definition authority",
                        "kind": "relation",
                        "unit_or_values": "Links to the publisher, study or institution defining the cohort and the dated definition",
                        "why_it_matters": "Makes membership decisions traceable and reveals incompatible uses of the same label."
                    },
                    {
                        "name": "Population context",
                        "kind": "category",
                        "unit_or_values": "Country or region, residency basis, and population inclusion criteria",
                        "why_it_matters": "Prevents a definition or finding from one population being silently applied worldwide."
                    },
                    {
                        "name": "Age at observation",
                        "kind": "measurement",
                        "unit_or_values": "Years of age at a specified observation date, calculated from available birth-date precision",
                        "why_it_matters": "Separates cohort membership from the changing ages and life stages of its members."
                    },
                    {
                        "name": "Formative exposure",
                        "kind": "relation",
                        "unit_or_values": "Links to an event or environment, age at exposure, location, duration and supporting evidence",
                        "why_it_matters": "Supports examination of proposed shared experiences without assuming universal exposure."
                    },
                    {
                        "name": "Identification with Generation Z",
                        "kind": "state",
                        "unit_or_values": "Self-identified, externally classified only, explicitly rejected, mixed or unmeasured",
                        "why_it_matters": "Distinguishes analytical classification from a person's reported generational identity."
                    },
                    {
                        "name": "Within-cohort distribution",
                        "kind": "measurement",
                        "unit_or_values": "Outcome-specific distributions and subgroup estimates, with units, sample sizes and uncertainty",
                        "why_it_matters": "Keeps averages from erasing differences among people classified as Generation Z."
                    },
                    {
                        "name": "Cohort-effect support",
                        "kind": "category",
                        "unit_or_values": "Descriptive association only, age or period confounding unresolved, identification assumptions stated, or findings contested",
                        "why_it_matters": "Controls how strongly an agent may interpret an observed difference as generational."
                    }
                ],
                "affordances": [
                    "Classify a population under a named Generation Z definition and flag ambiguous boundary cases.",
                    "Compare cohort definitions and estimate how alternative boundaries change an analysis.",
                    "Map documented experiences to the cohort's age and location when those experiences occurred.",
                    "Evaluate Generation Z claims for representativeness, within-cohort variation and age-period-cohort confounding.",
                    "Compare outcomes with neighbouring cohorts using compatible measures and observation contexts.",
                    "Assess whether a proposed cohort-based action needs more direct evidence of individual circumstances."
                ]
            },
            "sources": [],
            "structure": {
                "bundles": [
                    {
                        "id": "cohort-definition-and-boundaries",
                        "name": "Cohort definition and boundaries",
                        "description": "Establishes which use of Generation Z is intended and how membership is determined.",
                        "rationale": "An unspecified generational label cannot support reproducible population counts or comparisons.",
                        "layers": [
                            {
                                "id": "naming-and-authority",
                                "name": "Naming and authority",
                                "description": "Records the source and intended context of the Generation Z designation.",
                                "findings": [
                                    {
                                        "id": "attributed-generation-z-definition",
                                        "name": "Attributed Generation Z definition",
                                        "description": "Record the actual definition used, its author, date and population context without assuming a universal standard.",
                                        "questions": [
                                            {
                                                "text": "Which source defines Generation Z for this use, and what exact membership rule does it give?",
                                                "kind": "provenance",
                                                "id": "attributed-generation-z-definition-q01"
                                            },
                                            {
                                                "text": "Does that source intend a national cohort, a cross-national grouping or a cultural label?",
                                                "kind": "definition",
                                                "id": "attributed-generation-z-definition-q02"
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "birth-boundaries-and-neighbours",
                                "name": "Birth boundaries and neighbours",
                                "description": "Resolves operational membership and interfaces with adjacent cohorts.",
                                "findings": [
                                    {
                                        "id": "boundary-case-treatment",
                                        "name": "Boundary case treatment",
                                        "description": "Specify endpoints, birth-date precision and treatment of cases classified differently by competing conventions.",
                                        "questions": [
                                            {
                                                "text": "Which birth dates are included, excluded or unresolved under the selected convention?",
                                                "kind": "boundary",
                                                "id": "boundary-case-treatment-q01"
                                            },
                                            {
                                                "text": "How does the same convention distinguish Generation Z from Millennials and Generation Alpha without gaps or overlaps?",
                                                "kind": "boundary",
                                                "id": "boundary-case-treatment-q02"
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "id": "historical-position-and-exposure",
                        "name": "Historical position and exposure",
                        "description": "Connects cohort birth timing to documented environments and disruptions.",
                        "rationale": "Generational explanations require evidence about experiences at particular ages, not merely a shared label.",
                        "layers": [
                            {
                                "id": "digital-environments",
                                "name": "Digital environments",
                                "description": "Examines the timing and unevenness of access to networked technologies.",
                                "findings": [
                                    {
                                        "id": "digital-upbringing-evidence",
                                        "name": "Digital upbringing evidence",
                                        "description": "Record access, first-use timing and practices underlying claims that Generation Z grew up with particular digital technologies.",
                                        "questions": [
                                            {
                                                "text": "At what ages did the studied members gain access to the internet, smartphones or relevant social platforms?",
                                                "kind": "measurement",
                                                "id": "digital-upbringing-evidence-q01"
                                            },
                                            {
                                                "text": "What evidence distinguishes access and frequency of use from digital skill, and which members lacked comparable access?",
                                                "kind": "boundary",
                                                "id": "digital-upbringing-evidence-q02"
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "disruptions-at-formative-ages",
                                "name": "Disruptions at formative ages",
                                "description": "Places proposed formative events within members' actual ages and local circumstances.",
                                "findings": [
                                    {
                                        "id": "event-exposure-by-birth-year",
                                        "name": "Event exposure by birth year",
                                        "description": "Record whether and how events such as pandemic restrictions intersected with schooling, care responsibilities or entry into employment.",
                                        "questions": [
                                            {
                                                "text": "Which documented events affected this population, at what ages, and through which specific mechanisms?",
                                                "kind": "provenance",
                                                "id": "event-exposure-by-birth-year-q01"
                                            },
                                            {
                                                "text": "How did exposure differ between earlier-born and later-born Generation Z members and between locations?",
                                                "kind": "measurement",
                                                "id": "event-exposure-by-birth-year-q02"
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "id": "life-course-and-internal-diversity",
                        "name": "Life course and internal diversity",
                        "description": "Describes changing circumstances and variation within the operational cohort.",
                        "rationale": "Generation Z must remain interpretable as its members age and follow different educational, economic and household paths.",
                        "layers": [
                            {
                                "id": "education-work-and-household-transitions",
                                "name": "Education, work and household transitions",
                                "description": "Records observed transitions without assuming a uniform timetable for the generation.",
                                "findings": [
                                    {
                                        "id": "dated-life-stage-profile",
                                        "name": "Dated life-stage profile",
                                        "description": "Describe distributions of educational participation, employment and household circumstances at a specified date.",
                                        "questions": [
                                            {
                                                "text": "What proportions of the defined cohort occupy each relevant education, employment or household state at the observation date?",
                                                "kind": "measurement",
                                                "id": "dated-life-stage-profile-q01"
                                            },
                                            {
                                                "text": "Which apparent Generation Z characteristics could reflect the members' current ages or transition stages?",
                                                "kind": "boundary",
                                                "id": "dated-life-stage-profile-q02"
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "unequal-circumstances-and-identification",
                                "name": "Unequal circumstances and identification",
                                "description": "Examines subgroup differences and the relationship between classification and self-description.",
                                "findings": [
                                    {
                                        "id": "heterogeneity-and-label-acceptance",
                                        "name": "Heterogeneity and label acceptance",
                                        "description": "Record variation by locally relevant circumstances and whether people recognise Generation Z as their own identity.",
                                        "questions": [
                                            {
                                                "text": "How do the measured outcomes vary by birth year, location, resources and other relevant population divisions?",
                                                "kind": "measurement",
                                                "id": "heterogeneity-and-label-acceptance-q01"
                                            },
                                            {
                                                "text": "Was identification with Generation Z measured directly, or was the label assigned solely by researchers?",
                                                "kind": "provenance",
                                                "id": "heterogeneity-and-label-acceptance-q02"
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "id": "evidence-and-generational-comparison",
                        "name": "Evidence and generational comparison",
                        "description": "Tests the quality and interpretability of claims made about Generation Z.",
                        "rationale": "Differences between generations may reflect sampling, measurement, age or historical period rather than a distinct cohort effect.",
                        "layers": [
                            {
                                "id": "claim-and-sample-fit",
                                "name": "Claim and sample fit",
                                "description": "Checks whether a claim's population and strength match the evidence collected.",
                                "findings": [
                                    {
                                        "id": "representative-generation-z-evidence",
                                        "name": "Representative Generation Z evidence",
                                        "description": "Attach each substantive claim to its sampled population, collection dates, measures and uncertainty.",
                                        "questions": [
                                            {
                                                "text": "Who was sampled, how were Generation Z respondents identified, and which members were excluded or underrepresented?",
                                                "kind": "provenance",
                                                "id": "representative-generation-z-evidence-q01"
                                            },
                                            {
                                                "text": "What estimate, distribution and uncertainty support the claim, and do they justify its stated geographic scope?",
                                                "kind": "measurement",
                                                "id": "representative-generation-z-evidence-q02"
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "age-period-cohort-interpretation",
                                "name": "Age, period and cohort interpretation",
                                "description": "Makes explicit what comparisons can establish and which explanatory assumptions remain.",
                                "findings": [
                                    {
                                        "id": "comparable-cohort-contrast",
                                        "name": "Comparable cohort contrast",
                                        "description": "Assess whether differences attributed to Generation Z survive examination of age, observation period and measurement compatibility.",
                                        "questions": [
                                            {
                                                "text": "Are Generation Z and comparison cohorts observed at comparable ages with compatible measures, and what period differences remain?",
                                                "kind": "boundary",
                                                "id": "comparable-cohort-contrast-q01"
                                            },
                                            {
                                                "text": "What design and assumptions support separating cohort effects from age and period effects, and how sensitive are the conclusions?",
                                                "kind": "measurement",
                                                "id": "comparable-cohort-contrast-q02"
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "id": "decision-use-and-reassessment",
                        "name": "Decision use and reassessment",
                        "description": "Governs how Generation Z evidence informs actions and remains useful over time.",
                        "rationale": "A generational classification can inform population analysis while providing insufficient evidence for an individual decision.",
                        "layers": [
                            {
                                "id": "cohort-informed-actions",
                                "name": "Cohort-informed actions",
                                "description": "Links proposed research, communication or service choices to supported cohort evidence.",
                                "findings": [
                                    {
                                        "id": "action-evidence-fit",
                                        "name": "Action evidence fit",
                                        "description": "Specify the decision, the evidence that makes cohort membership relevant and the need for more direct measures.",
                                        "questions": [
                                            {
                                                "text": "Which proposed action depends on Generation Z membership, and what evidence connects that membership to the relevant need?",
                                                "kind": "action",
                                                "id": "action-evidence-fit-q01"
                                            },
                                            {
                                                "text": "Would directly measured needs, access conditions or preferences provide a better basis for this action than the cohort label?",
                                                "kind": "action",
                                                "id": "action-evidence-fit-q02"
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "aging-and-definition-revisions",
                                "name": "Aging and definition revisions",
                                "description": "Maintains consistency as members age, observations become stale or definitions change.",
                                "findings": [
                                    {
                                        "id": "time-aware-cohort-maintenance",
                                        "name": "Time-aware cohort maintenance",
                                        "description": "Preserve historical definitions and observation dates while distinguishing new evidence from changes in cohort composition.",
                                        "questions": [
                                            {
                                                "text": "Which Generation Z claims require reassessment because they describe a past age range, life stage or technological setting?",
                                                "kind": "action",
                                                "id": "time-aware-cohort-maintenance-q01"
                                            },
                                            {
                                                "text": "If the birth-year convention changes, how will earlier results remain reproducible and the effects of reclassification be reported?",
                                                "kind": "action",
                                                "id": "time-aware-cohort-maintenance-q02"
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "id": "evidence-and-external-alignment",
                        "name": "Evidence and external alignment",
                        "description": "What the world already says about this thing, gathered so the model can be checked against it.",
                        "rationale": "A model that cannot be lined up against existing standards, identifiers and practice cannot be adopted by anyone who already uses them.",
                        "layers": [
                            {
                                "id": "reported-evidence",
                                "name": "Reported evidence",
                                "description": "Findings from the breadth pass, kept separate from the structural claims.",
                                "findings": [
                                    {
                                        "id": "evidence-confidence-notes",
                                        "name": "Check these first",
                                        "description": "Recalled without web access and unsourced; every item is a lead to verify.",
                                        "evidence": [
                                            "The intended sense is a demographic cohort, not an organisation or institution despite the supplied SOC.ORG domain.",
                                            "There is no universally authoritative definition or mandatory birth-year boundary; researchers should state their chosen convention.",
                                            "Specific claims about attitudes, abilities or behaviour require geographically scoped evidence that distinguishes age, period and cohort effects."
                                        ],
                                        "questions": [
                                            {
                                                "id": "evidence-confidence-notes-q01",
                                                "text": "Which of these check these first hold for the sense of Generation Z this model covers, and on what evidence?",
                                                "kind": "provenance"
                                            }
                                        ]
                                    },
                                    {
                                        "id": "evidence-real-world-use",
                                        "name": "Real-world use",
                                        "description": "Recalled without web access and unsourced; every item is a lead to verify.",
                                        "evidence": [
                                            "Segmenting population statistics and survey results by birth cohort.",
                                            "Studying educational experiences and transitions into employment.",
                                            "Analysing media consumption and consumer behaviour.",
                                            "Examining political attitudes and participation across cohorts."
                                        ],
                                        "questions": [
                                            {
                                                "id": "evidence-real-world-use-q01",
                                                "text": "Which of these real-world use hold for the sense of Generation Z this model covers, and on what evidence?",
                                                "kind": "provenance"
                                            }
                                        ]
                                    },
                                    {
                                        "id": "evidence-measurements",
                                        "name": "Typical measurements",
                                        "description": "Recalled without web access and unsourced; every item is a lead to verify.",
                                        "evidence": [
                                            {
                                                "quantity": "Birth year used to delimit cohort membership",
                                                "typical_range": "1997-2012 in one widely used convention; boundaries are not universal",
                                                "unit": "calendar year"
                                            }
                                        ],
                                        "questions": [
                                            {
                                                "id": "evidence-measurements-q01",
                                                "text": "Which of these typical measurements hold for the sense of Generation Z this model covers, and on what evidence?",
                                                "kind": "provenance"
                                            }
                                        ]
                                    },
                                    {
                                        "id": "evidence-failure-modes-and-hazards",
                                        "name": "Failure modes and hazards",
                                        "description": "Recalled without web access and unsourced; every item is a lead to verify.",
                                        "evidence": [
                                            "Treating a demographic cohort as an organisation with formal membership or governance.",
                                            "Attributing shared personality traits or behaviour to all cohort members.",
                                            "Confounding cohort effects with age effects or events affecting all generations.",
                                            "Comparing studies that use different birth-year boundaries without reconciling their definitions.",
                                            "Generalising findings from one country or social group to the entire cohort."
                                        ],
                                        "questions": [
                                            {
                                                "id": "evidence-failure-modes-and-hazards-q01",
                                                "text": "Which of these failure modes and hazards hold for the sense of Generation Z this model covers, and on what evidence?",
                                                "kind": "provenance"
                                            }
                                        ]
                                    },
                                    {
                                        "id": "evidence-regional-variation",
                                        "name": "Regional variation",
                                        "description": "Recalled without web access and unsourced; every item is a lead to verify.",
                                        "evidence": [
                                            "Birth-year boundaries and the usefulness of the label vary across national research traditions.",
                                            "Experiences associated with the cohort depend on local economic conditions, institutions and access to digital technology.",
                                            "United States-centred generational narratives may not describe the historical experiences of similarly aged populations elsewhere."
                                        ],
                                        "questions": [
                                            {
                                                "id": "evidence-regional-variation-q01",
                                                "text": "Which of these regional variation hold for the sense of Generation Z this model covers, and on what evidence?",
                                                "kind": "provenance"
                                            }
                                        ]
                                    },
                                    {
                                        "id": "evidence-neighbours",
                                        "name": "Neighbouring kinds and how to tell them apart",
                                        "description": "Recalled without web access and unsourced; every item is a lead to verify.",
                                        "evidence": [
                                            {
                                                "name": "Millennials",
                                                "difference": "The preceding demographic cohort; the separating birth year depends on the convention used."
                                            },
                                            {
                                                "name": "Generation Alpha",
                                                "difference": "The succeeding demographic cohort; its proposed starting years vary and can overlap with some definitions of Generation Z."
                                            },
                                            {
                                                "name": "Youth",
                                                "difference": "An age-based category whose members change over time, whereas Generation Z retains its birth-cohort membership as it ages."
                                            },
                                            {
                                                "name": "Digital natives",
                                                "difference": "A label based on growing up with digital technology, rather than a uniquely specified birth cohort."
                                            }
                                        ],
                                        "questions": [
                                            {
                                                "id": "evidence-neighbours-q01",
                                                "text": "Which of these neighbouring kinds and how to tell them apart hold for the sense of Generation Z this model covers, and on what evidence?",
                                                "kind": "provenance"
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    }
                ]
            },
            "openQuestions": [
                "Which authoritative or explicitly chosen operational definition should anchor this registry entry, and should multiple geographic conventions coexist within it?",
                "Does an existing Vercy world model already own Generation Z or the relevant cohort concept, requiring this entry to link to it?",
                "Which proposed formative experiences are supported across populations, and which apply only to particular locations or birth-year segments?",
                "Which attributed Generation Z differences remain supported after addressing sampling limitations and age-period-cohort identification assumptions?",
                "How widely do people classified as Generation Z identify with the label, and when does that identification matter for the intended uses?"
            ],
            "statistics": {
                "bundles": 6,
                "layers": 11,
                "findings": 16,
                "questions": 26
            }
        },
        "draft": {
            "generator": "vr.draft.v3",
            "status": "draft-generated",
            "researched": false,
            "archetype": "organisation or institution",
            "method": "Written from the archetype playbook - what this kind of thing needs beyond identity and provenance - and from the structure that recurred across 6,333 models already researched by two engines. Applied to this entry by rule. No source was read for this thing and no claim here is researched. This entry carries no facets of its own, so they were inferred from its domain - a guess about a whole domain applied to one thing.",
            "facetsInferred": true,
            "nextPass": "A researcher replaces this draft with a sourced specification. Treat every sentence below as a proposal to argue with.",
            "purpose": "Give an agent a durable, checkable way to recognise a Generation Z, record what state it is in, and decide what may be done with it.",
            "whatItIs": "Enable an AI agent to identify a specified Generation Z cohort, assess evidence about its circumstances, and judge whether a proposed comparison or intervention is justified.",
            "characteristics": {
                "substance": "social",
                "origin": "conceptual",
                "agency": "collective"
            },
            "whatYouCanDoWithIt": [
                "observed and measured"
            ],
            "distinguishingFeatures": [
                "Names folded into this entry, which a task may need to split apart again: Generation Z in the United States.",
                "1 finer distinctions are held as aliases rather than separate entries, because telling them apart needs a task that asks for it.",
                "Described in 78 Wikipedia languages, which is a measure of how widely the thing is known, not of how important it is."
            ],
            "openQuestionsForResearch": [
                "Which of the bundles below does a real task actually need, and which are ceremony?",
                "What does this thing have that the facets do not capture at all?",
                "Which neighbouring kind is most often confused with a Generation Z, and on what evidence are they told apart?"
            ],
            "whatItIsMadeOf": "a social arrangement between people",
            "physicalCharacter": [
                "Acts through people, and only through them.",
                "These come from the domain this entry sits in rather than from the entry itself, so treat them as a first guess about the whole domain applied to one thing."
            ],
            "whatCanBeDoneWithIt": [
                "observe it, measure it, record its state"
            ],
            "howItIsRecognised": [
                "Nothing to see. Recognised by name, register entry and the people acting in its name, and those change while it stays the same body."
            ],
            "relatedModels": [
                {
                    "relation": "covers",
                    "note": "Finer kinds folded into this entry because telling them apart needs a task that asks for it. Each is a model waiting to be split out when one does.",
                    "targets": [
                        "Generation Z in the United States"
                    ]
                }
            ],
            "standing": "Described in 78 Wikipedia languages, which measures how widely it is written about rather than how important or how common it is. 1 finer distinctions are held inside this entry as names rather than as separate models.",
            "structure": {
                "bundles": [
                    {
                        "id": "identity-and-classification",
                        "name": "Identity, naming and classification",
                        "description": "How an agent tells one Generation Z from another, and a Generation Z from things that resemble it.",
                        "rationale": "Recognition comes before every other claim. Without stable identity nothing else in the model can be trusted to be about the same thing twice.",
                        "layers": [
                            {
                                "id": "naming-and-identifiers",
                                "name": "Names and identifiers",
                                "description": "The names this thing goes by and the identifiers that survive translation and time.",
                                "findings": [
                                    {
                                        "id": "preferred-name-and-aliases",
                                        "name": "Preferred name, aliases and local names",
                                        "description": "Which name to use, which names mean the same thing, and which merely sound similar.",
                                        "questions": [
                                            {
                                                "id": "preferred-name-and-aliases-q01",
                                                "text": "What identifies and describes the name of a Generation Z, and in what units or vocabulary?",
                                                "kind": "definition",
                                                "answer_data": [
                                                    "identifiers",
                                                    "types and classes",
                                                    "values with units",
                                                    "explicit unknowns"
                                                ]
                                            },
                                            {
                                                "id": "preferred-name-and-aliases-q02",
                                                "text": "Who or what asserted this about the name of a Generation Z, by which method, and when was it true?",
                                                "kind": "provenance",
                                                "answer_data": [
                                                    "authority",
                                                    "method",
                                                    "evidence",
                                                    "event time",
                                                    "knowledge time"
                                                ]
                                            },
                                            {
                                                "id": "preferred-name-and-aliases-q03",
                                                "text": "What may an agent decide or do once the name of a Generation Z is known, and what must it refuse?",
                                                "kind": "action",
                                                "answer_data": [
                                                    "permitted actions",
                                                    "preconditions",
                                                    "refusals",
                                                    "escalation"
                                                ]
                                            }
                                        ]
                                    },
                                    {
                                        "id": "stable-identifiers",
                                        "name": "Stable identifiers and external keys",
                                        "description": "Identifiers that keep pointing at this kind of thing across systems and languages.",
                                        "questions": [
                                            {
                                                "id": "stable-identifiers-q01",
                                                "text": "What identifies and describes an identifier for a Generation Z, and in what units or vocabulary?",
                                                "kind": "definition",
                                                "answer_data": [
                                                    "identifiers",
                                                    "types and classes",
                                                    "values with units",
                                                    "explicit unknowns"
                                                ]
                                            },
                                            {
                                                "id": "stable-identifiers-q02",
                                                "text": "Who or what asserted this about an identifier for a Generation Z, by which method, and when was it true?",
                                                "kind": "provenance",
                                                "answer_data": [
                                                    "authority",
                                                    "method",
                                                    "evidence",
                                                    "event time",
                                                    "knowledge time"
                                                ]
                                            },
                                            {
                                                "id": "stable-identifiers-q03",
                                                "text": "What may an agent decide or do once an identifier for a Generation Z is known, and what must it refuse?",
                                                "kind": "action",
                                                "answer_data": [
                                                    "permitted actions",
                                                    "preconditions",
                                                    "refusals",
                                                    "escalation"
                                                ]
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "classification-and-granularity",
                                "name": "Classification and granularity",
                                "description": "Where a Generation Z sits among kinds, and how finely a task needs to cut it.",
                                "findings": [
                                    {
                                        "id": "kind-and-parents",
                                        "name": "Kind, parents and neighbouring kinds",
                                        "description": "The classes this thing belongs to and the ones it is next to.",
                                        "questions": [
                                            {
                                                "id": "kind-and-parents-q01",
                                                "text": "What identifies and describes the kind of a Generation Z, and in what units or vocabulary?",
                                                "kind": "definition",
                                                "answer_data": [
                                                    "identifiers",
                                                    "types and classes",
                                                    "values with units",
                                                    "explicit unknowns"
                                                ]
                                            },
                                            {
                                                "id": "kind-and-parents-q02",
                                                "text": "Who or what asserted this about the kind of a Generation Z, by which method, and when was it true?",
                                                "kind": "provenance",
                                                "answer_data": [
                                                    "authority",
                                                    "method",
                                                    "evidence",
                                                    "event time",
                                                    "knowledge time"
                                                ]
                                            },
                                            {
                                                "id": "kind-and-parents-q03",
                                                "text": "What may an agent decide or do once the kind of a Generation Z is known, and what must it refuse?",
                                                "kind": "action",
                                                "answer_data": [
                                                    "permitted actions",
                                                    "preconditions",
                                                    "refusals",
                                                    "escalation"
                                                ]
                                            }
                                        ]
                                    },
                                    {
                                        "id": "distinguishing-features",
                                        "name": "Distinguishing features",
                                        "description": "What separates a Generation Z from the things most often confused with it.",
                                        "questions": [
                                            {
                                                "id": "distinguishing-features-q01",
                                                "text": "What identifies and describes what distinguishes a Generation Z, and in what units or vocabulary?",
                                                "kind": "definition",
                                                "answer_data": [
                                                    "identifiers",
                                                    "types and classes",
                                                    "values with units",
                                                    "explicit unknowns"
                                                ]
                                            },
                                            {
                                                "id": "distinguishing-features-q02",
                                                "text": "Who or what asserted this about what distinguishes a Generation Z, by which method, and when was it true?",
                                                "kind": "provenance",
                                                "answer_data": [
                                                    "authority",
                                                    "method",
                                                    "evidence",
                                                    "event time",
                                                    "knowledge time"
                                                ]
                                            },
                                            {
                                                "id": "distinguishing-features-q03",
                                                "text": "What may an agent decide or do once what distinguishes a Generation Z is known, and what must it refuse?",
                                                "kind": "action",
                                                "answer_data": [
                                                    "permitted actions",
                                                    "preconditions",
                                                    "refusals",
                                                    "escalation"
                                                ]
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "id": "state-and-lifecycle",
                        "name": "State and lifecycle",
                        "description": "The states a Generation Z passes through and the events that move it between them.",
                        "rationale": "Most decisions about a thing depend on what state it is in now, which is a claim with a time on it, not a property.",
                        "layers": [
                            {
                                "id": "lifecycle-stages",
                                "name": "Lifecycle stages",
                                "description": "From coming into existence to ceasing to be one of these.",
                                "findings": [
                                    {
                                        "id": "stages-and-transitions",
                                        "name": "Stages and transitions",
                                        "description": "The stages worth naming and what moves a Generation Z between them.",
                                        "questions": [
                                            {
                                                "id": "stages-and-transitions-q01",
                                                "text": "What identifies and describes the lifecycle of a Generation Z, and in what units or vocabulary?",
                                                "kind": "definition",
                                                "answer_data": [
                                                    "identifiers",
                                                    "types and classes",
                                                    "values with units",
                                                    "explicit unknowns"
                                                ]
                                            },
                                            {
                                                "id": "stages-and-transitions-q02",
                                                "text": "Who or what asserted this about the lifecycle of a Generation Z, by which method, and when was it true?",
                                                "kind": "provenance",
                                                "answer_data": [
                                                    "authority",
                                                    "method",
                                                    "evidence",
                                                    "event time",
                                                    "knowledge time"
                                                ]
                                            },
                                            {
                                                "id": "stages-and-transitions-q03",
                                                "text": "What may an agent decide or do once the lifecycle of a Generation Z is known, and what must it refuse?",
                                                "kind": "action",
                                                "answer_data": [
                                                    "permitted actions",
                                                    "preconditions",
                                                    "refusals",
                                                    "escalation"
                                                ]
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "observations-and-status",
                                "name": "Observations and current status",
                                "description": "What is observed about a Generation Z, how often and by whom.",
                                "findings": [
                                    {
                                        "id": "observation-record",
                                        "name": "Observation record",
                                        "description": "How an observation of a Generation Z is recorded so that it can be superseded rather than overwritten.",
                                        "questions": [
                                            {
                                                "id": "observation-record-q01",
                                                "text": "What identifies and describes an observation of a Generation Z, and in what units or vocabulary?",
                                                "kind": "definition",
                                                "answer_data": [
                                                    "identifiers",
                                                    "types and classes",
                                                    "values with units",
                                                    "explicit unknowns"
                                                ]
                                            },
                                            {
                                                "id": "observation-record-q02",
                                                "text": "Who or what asserted this about an observation of a Generation Z, by which method, and when was it true?",
                                                "kind": "provenance",
                                                "answer_data": [
                                                    "authority",
                                                    "method",
                                                    "evidence",
                                                    "event time",
                                                    "knowledge time"
                                                ]
                                            },
                                            {
                                                "id": "observation-record-q03",
                                                "text": "What may an agent decide or do once an observation of a Generation Z is known, and what must it refuse?",
                                                "kind": "action",
                                                "answer_data": [
                                                    "permitted actions",
                                                    "preconditions",
                                                    "refusals",
                                                    "escalation"
                                                ]
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "id": "people-and-responsibility",
                        "name": "People, roles and responsibility",
                        "description": "Who stands in what relation to a Generation Z.",
                        "rationale": "Social things are defined by the relations people hold to them, and those relations change without the thing changing.",
                        "layers": [
                            {
                                "id": "roles-and-parties",
                                "name": "Roles and parties",
                                "description": "The roles that exist around a Generation Z and who fills them.",
                                "findings": [
                                    {
                                        "id": "role-assignments",
                                        "name": "Role assignments and their validity",
                                        "description": "Who holds which role over a Generation Z, from when, and on whose authority.",
                                        "questions": [
                                            {
                                                "id": "role-assignments-q01",
                                                "text": "What identifies and describes a role over a Generation Z, and in what units or vocabulary?",
                                                "kind": "definition",
                                                "answer_data": [
                                                    "identifiers",
                                                    "types and classes",
                                                    "values with units",
                                                    "explicit unknowns"
                                                ]
                                            },
                                            {
                                                "id": "role-assignments-q02",
                                                "text": "Who or what asserted this about a role over a Generation Z, by which method, and when was it true?",
                                                "kind": "provenance",
                                                "answer_data": [
                                                    "authority",
                                                    "method",
                                                    "evidence",
                                                    "event time",
                                                    "knowledge time"
                                                ]
                                            },
                                            {
                                                "id": "role-assignments-q03",
                                                "text": "What may an agent decide or do once a role over a Generation Z is known, and what must it refuse?",
                                                "kind": "action",
                                                "answer_data": [
                                                    "permitted actions",
                                                    "preconditions",
                                                    "refusals",
                                                    "escalation"
                                                ]
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "ownership-and-accountability",
                                "name": "Ownership and accountability",
                                "description": "Who answers for a Generation Z and who may decide about it.",
                                "findings": [
                                    {
                                        "id": "accountability",
                                        "name": "Accountability and decision rights",
                                        "description": "Where responsibility for a Generation Z sits when something goes wrong.",
                                        "questions": [
                                            {
                                                "id": "accountability-q01",
                                                "text": "What identifies and describes responsibility for a Generation Z, and in what units or vocabulary?",
                                                "kind": "definition",
                                                "answer_data": [
                                                    "identifiers",
                                                    "types and classes",
                                                    "values with units",
                                                    "explicit unknowns"
                                                ]
                                            },
                                            {
                                                "id": "accountability-q02",
                                                "text": "Who or what asserted this about responsibility for a Generation Z, by which method, and when was it true?",
                                                "kind": "provenance",
                                                "answer_data": [
                                                    "authority",
                                                    "method",
                                                    "evidence",
                                                    "event time",
                                                    "knowledge time"
                                                ]
                                            },
                                            {
                                                "id": "accountability-q03",
                                                "text": "What may an agent decide or do once responsibility for a Generation Z is known, and what must it refuse?",
                                                "kind": "action",
                                                "answer_data": [
                                                    "permitted actions",
                                                    "preconditions",
                                                    "refusals",
                                                    "escalation"
                                                ]
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "id": "legal-identity",
                        "name": "Legal identity and mandate",
                        "description": "What Generation Z is in law and what it exists to do.",
                        "rationale": "Legal identity survives changes of name, address, staff and premises, which is exactly why it must be recorded separately from all of them.",
                        "layers": [
                            {
                                "id": "registration",
                                "name": "Legal form and registration",
                                "description": "Form, register, identifiers and jurisdiction.",
                                "findings": [
                                    {
                                        "id": "registration-record",
                                        "name": "Registration and identifiers",
                                        "description": "What names this body unambiguously in law.",
                                        "questions": [
                                            {
                                                "id": "registration-record-q01",
                                                "text": "What legal form does Generation Z take, in which register, under which identifier?",
                                                "kind": "definition"
                                            },
                                            {
                                                "id": "registration-record-q02",
                                                "text": "What survives a rename, a merger or a move of premises, and what does not?",
                                                "kind": "boundary"
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "mandate",
                                "name": "Mandate and governing instrument",
                                "description": "The purpose it is bound to and the document that binds it.",
                                "findings": [
                                    {
                                        "id": "mandate-record",
                                        "name": "Mandate and its source",
                                        "description": "What it may do, and the instrument that says so.",
                                        "questions": [
                                            {
                                                "id": "mandate-record-q01",
                                                "text": "What is the mandate of Generation Z, and which founding or governing instrument grants it?",
                                                "kind": "provenance"
                                            },
                                            {
                                                "id": "mandate-record-q02",
                                                "text": "What lies outside the mandate, and what should an agent do when asked for it?",
                                                "kind": "action"
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "id": "governance-and-membership",
                        "name": "Governance, membership and decision rights",
                        "description": "Who decides in Generation Z and who belongs to it.",
                        "rationale": "Authority inside an organisation is held by roles, not people, and an agent needs to know which role can commit it.",
                        "layers": [
                            {
                                "id": "decision-rights",
                                "name": "Decision rights",
                                "description": "Bodies, offices and what each may bind.",
                                "findings": [
                                    {
                                        "id": "authority-map",
                                        "name": "Who may bind the organisation",
                                        "description": "The offices that can commit it and their limits.",
                                        "questions": [
                                            {
                                                "id": "authority-map-q01",
                                                "text": "Which bodies or offices of Generation Z may take which decisions, and up to what limit?",
                                                "kind": "definition"
                                            },
                                            {
                                                "id": "authority-map-q02",
                                                "text": "What evidence shows that a given person currently holds that office?",
                                                "kind": "provenance"
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "membership",
                                "name": "Membership and affiliation",
                                "description": "Who counts as part of it and on what terms.",
                                "findings": [
                                    {
                                        "id": "membership-rules",
                                        "name": "Membership and its evidence",
                                        "description": "Classes of member, how membership starts and ends.",
                                        "questions": [
                                            {
                                                "id": "membership-rules-q01",
                                                "text": "What kinds of membership or affiliation does Generation Z have, and how does each begin and end?",
                                                "kind": "definition"
                                            },
                                            {
                                                "id": "membership-rules-q02",
                                                "text": "What may a member do in its name, and what may they not?",
                                                "kind": "action"
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "id": "provenance-and-evidence",
                        "name": "Provenance, evidence and time",
                        "description": "Where every claim about a Generation Z came from and when it held.",
                        "rationale": "A claim without a source and a time cannot be superseded, only overwritten, and an agent that overwrites loses the ability to explain itself.",
                        "layers": [
                            {
                                "id": "source-and-authority",
                                "name": "Source and authority",
                                "description": "Who said it, on what evidence, and how strongly.",
                                "findings": [
                                    {
                                        "id": "claim-provenance",
                                        "name": "Claim provenance and confidence",
                                        "description": "The authority behind each claim about a Generation Z and how confident it is.",
                                        "questions": [
                                            {
                                                "id": "claim-provenance-q01",
                                                "text": "What identifies and describes a claim about a Generation Z, and in what units or vocabulary?",
                                                "kind": "definition",
                                                "answer_data": [
                                                    "identifiers",
                                                    "types and classes",
                                                    "values with units",
                                                    "explicit unknowns"
                                                ]
                                            },
                                            {
                                                "id": "claim-provenance-q02",
                                                "text": "Who or what asserted this about a claim about a Generation Z, by which method, and when was it true?",
                                                "kind": "provenance",
                                                "answer_data": [
                                                    "authority",
                                                    "method",
                                                    "evidence",
                                                    "event time",
                                                    "knowledge time"
                                                ]
                                            },
                                            {
                                                "id": "claim-provenance-q03",
                                                "text": "What may an agent decide or do once a claim about a Generation Z is known, and what must it refuse?",
                                                "kind": "action",
                                                "answer_data": [
                                                    "permitted actions",
                                                    "preconditions",
                                                    "refusals",
                                                    "escalation"
                                                ]
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "time-and-versions",
                                "name": "Time, versions and supersession",
                                "description": "When a claim was true, when it was learnt, and what replaced it.",
                                "findings": [
                                    {
                                        "id": "validity-and-supersession",
                                        "name": "Validity period and supersession",
                                        "description": "How an old claim about a Generation Z is retired without being erased.",
                                        "questions": [
                                            {
                                                "id": "validity-and-supersession-q01",
                                                "text": "What identifies and describes the validity of a claim about a Generation Z, and in what units or vocabulary?",
                                                "kind": "definition",
                                                "answer_data": [
                                                    "identifiers",
                                                    "types and classes",
                                                    "values with units",
                                                    "explicit unknowns"
                                                ]
                                            },
                                            {
                                                "id": "validity-and-supersession-q02",
                                                "text": "Who or what asserted this about the validity of a claim about a Generation Z, by which method, and when was it true?",
                                                "kind": "provenance",
                                                "answer_data": [
                                                    "authority",
                                                    "method",
                                                    "evidence",
                                                    "event time",
                                                    "knowledge time"
                                                ]
                                            },
                                            {
                                                "id": "validity-and-supersession-q03",
                                                "text": "What may an agent decide or do once the validity of a claim about a Generation Z is known, and what must it refuse?",
                                                "kind": "action",
                                                "answer_data": [
                                                    "permitted actions",
                                                    "preconditions",
                                                    "refusals",
                                                    "escalation"
                                                ]
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    }
                ]
            },
            "statistics": {
                "bundles": 6,
                "layers": 12,
                "findings": 14,
                "questions": 38
            }
        }
    }
}