{
    "model": {
        "rank": 3666,
        "code": "thing-q223270",
        "model_id": "vr.tr.loneliness",
        "name": "loneliness",
        "purpose": "Enable an AI agent to recognise reported loneliness, record its meaning and course, assess unmet connection needs, and identify responses consistent with the person's preferences.",
        "family": "Thing Registry",
        "category": "Activities and processes",
        "status": "research-draft",
        "kind": "thing",
        "plane": "ACT",
        "domain": "ACT.ACT",
        "industry": "",
        "version": "",
        "url": "/models/thing/q223270/",
        "tier": 2,
        "score": 83,
        "payload": {
            "layer": "wikidata",
            "aliases": [
                "emotional loneliness"
            ],
            "aliasCount": 1,
            "merged": 1,
            "knownIn": 83,
            "facets": null,
            "markers": [],
            "lexicalClass": "",
            "senseRank": null,
            "alsoRegisteredAs": null,
            "source": {
                "dataset": "wikidata",
                "item": "Q223270",
                "url": "https://www.wikidata.org/wiki/Q223270",
                "license": "CC0 1.0"
            }
        },
        "research": {
            "vercy": "1.0-draft",
            "publication": {
                "status": "research-draft",
                "adjudicationStatus": "unreviewed",
                "publishableCanonical": false,
                "generatedAt": "2026-09-07T14:49:49Z",
                "providers": [
                    "Codex"
                ],
                "breadth": "recalled by Codex without web access - no source was read",
                "missingProviders": [],
                "pass": 2,
                "cost": {
                    "grok": {
                        "seconds": 25.9,
                        "error": "Reading additional input from stdin...\nOpenAI Codex v0.153.3\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: 01a07c57-9391-7b80-99e5-4aff21e0d5bc\n--------\nuser\nDescribe what is already known about one registered thing. Answer as JSON only, no prose around it.\n\nThing: loneliness\nSense to describe: (none recorded)\nDomain code: ACT.ACT\nAlso known as: (none)\n\n\nContext for this batch of 1001 things:\n# Batch 004: 1001 regi",
                        "usd": 0,
                        "recall": true
                    },
                    "codex": {
                        "seconds": 80.9,
                        "error": "Reading additional input from stdin...\nOpenAI Codex v0.153.3\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: 01a07c57-9389-7cb2-8dda-c2c9fe80c920\n--------\nuser\nYou are drafting a Vercy meta-model for one registered thing. Answer as JSON only, no prose around it.\n\nThing: loneliness\nRegistry id: vr.tr.loneliness\nPlane / domain: ACT / ACT.ACT\nRegistry definition: (none recorded)\nNames folded into this entry: (none)\n\n\nCo"
                    }
                }
            },
            "metaModel": {
                "id": "THING-Q223270",
                "registryId": "vr.tr.loneliness",
                "name": "loneliness",
                "version": "0.1.0-research.1",
                "entryKind": "thing",
                "family": "Thing Registry",
                "domain": [
                    "ACT.ACT"
                ],
                "status": "research-draft"
            },
            "canonicalUrl": "https://ver.cy/models/thing/q223270/",
            "model": {
                "registry_id": "vr.tr.loneliness",
                "name": "loneliness",
                "purpose": "Enable an AI agent to recognise reported loneliness, record its meaning and course, assess unmet connection needs, and identify responses consistent with the person's preferences.",
                "definition": "Loneliness is a distressing subjective experience associated with perceived inadequacy in the quantity or quality of one's social relationships relative to what one desires or needs.",
                "scope_statement": "This model owns loneliness as a subjective experience of insufficient or unsatisfying connection, including competing interpretations, contextual assessment, and desired responses; it does not presume that social contact counts establish loneliness.",
                "in_scope": [
                    "The person's account of a gap between desired and experienced connection",
                    "Emotional, social, collective, and existential interpretations of loneliness without treating their boundaries as settled",
                    "Intensity, persistence, recurrence, and situations in which loneliness changes",
                    "Self-report methods, assessment uncertainty, and differences between reported experience and observed circumstances",
                    "Desired connection, barriers to it, and consent-based responses"
                ],
                "out_of_scope": [
                    "Objective social isolation and social network structure as independently modelled conditions",
                    "Chosen solitude, privacy, and time alone that do not involve unwanted disconnection",
                    "Diagnosis and treatment of depression, anxiety, or other mental health conditions",
                    "Bereavement and grief beyond their relationship to loneliness",
                    "Relationship management, community provision, and service delivery beyond their relevance to unmet connection needs"
                ],
                "distinguishing_features": [
                    "Ask whether experienced connection falls short of what the person wants; being alone is insufficient evidence.",
                    "Check whether disconnection feels unwanted or distressing; satisfying solitude should not be classified as loneliness solely because contact is limited.",
                    "Allow loneliness to be reported despite frequent interaction, cohabitation, or membership in a group.",
                    "Identify what feels missing, such as intimacy, companionship, belonging, or being understood, rather than equating loneliness with general sadness.",
                    "Keep a person's report separate from an observer's inference based on age, living arrangement, relationship status, or online activity."
                ],
                "characteristics": [
                    {
                        "name": "Reported connection discrepancy",
                        "kind": "relation",
                        "unit_or_values": "Desired connection compared with experienced connection, described in the person's terms",
                        "why_it_matters": "Identifies what is missing and avoids using contact quantity as a substitute for experience."
                    },
                    {
                        "name": "Interpretive frame",
                        "kind": "category",
                        "unit_or_values": "Perceived relationship discrepancy; emotional attachment deficit; social belonging deficit; existential disconnection; other; unresolved; multiple",
                        "why_it_matters": "Makes the definition used in an assessment explicit and preserves competing interpretations."
                    },
                    {
                        "name": "Intensity",
                        "kind": "measurement",
                        "unit_or_values": "Person-defined rating or named instrument score, with scale anchors and recall period",
                        "why_it_matters": "Supports comparison over time when the measurement method remains interpretable."
                    },
                    {
                        "name": "Temporal pattern",
                        "kind": "state",
                        "unit_or_values": "Onset and duration where known; intermittent; recurrent; persistent; uncertain",
                        "why_it_matters": "Distinguishes a particular episode from a recurring or sustained experience without inventing diagnostic thresholds."
                    },
                    {
                        "name": "Context dependence",
                        "kind": "relation",
                        "unit_or_values": "Situations, relationships, places, or times associated with greater or lesser reported loneliness",
                        "why_it_matters": "Locates changes that an undifferentiated loneliness score could conceal."
                    },
                    {
                        "name": "Experienced impact",
                        "kind": "category",
                        "unit_or_values": "Person-reported effects on daily activities, participation, rest, motivation, or relationships; none reported; unknown",
                        "why_it_matters": "Records practical significance without assuming impairment or causation."
                    },
                    {
                        "name": "Connection preferences",
                        "kind": "category",
                        "unit_or_values": "Desired relationship qualities, people or groups, communication modes, frequency, and boundaries",
                        "why_it_matters": "Guides responses toward connection the person values."
                    },
                    {
                        "name": "Assessment basis",
                        "kind": "category",
                        "unit_or_values": "Direct self-description; questionnaire response; supported communication; third-party inference; mixed; unavailable",
                        "why_it_matters": "Prevents inferred loneliness from being presented as an established personal experience."
                    }
                ],
                "affordances": [
                    "Elicit how the person describes unwanted disconnection and what satisfactory connection would mean.",
                    "Distinguish loneliness from chosen solitude, objective isolation, and neighbouring experiences while allowing overlap.",
                    "Track reported changes using consistent questions and explicit recall periods.",
                    "Identify preferred forms of connection and practical or relational barriers.",
                    "Offer and compare consent-based connection options without treating increased contact as the automatic goal.",
                    "Review whether an attempted response improved the person's experience and revise it accordingly."
                ]
            },
            "sources": [],
            "structure": {
                "bundles": [
                    {
                        "id": "meaning-and-boundaries",
                        "name": "Meaning and boundaries",
                        "description": "Establish what loneliness means in this account and which conceptual interpretation is being used.",
                        "rationale": "A model must preserve differences between definitions instead of silently treating one operationalisation as universal.",
                        "layers": [
                            {
                                "id": "definitions-and-interpretations",
                                "name": "Definitions and interpretations",
                                "description": "Record the person's language alongside the definition adopted for assessment.",
                                "findings": [
                                    {
                                        "id": "meaning-of-missing-connection",
                                        "name": "Meaning of missing connection",
                                        "description": "Capture whether the account concerns a relationship discrepancy, missing attachment, lack of belonging, existential separation, or another interpretation; research must establish the provenance of any formal framework.",
                                        "questions": [
                                            {
                                                "text": "What does the person mean by loneliness, and what connection do they experience as missing?",
                                                "kind": "definition",
                                                "id": "meaning-of-missing-connection-q01"
                                            },
                                            {
                                                "text": "Which author, research tradition, or assessment framework supplies the working definition, and where does it differ from the person's account?",
                                                "kind": "provenance",
                                                "id": "meaning-of-missing-connection-q02"
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "neighbouring-experiences",
                                "name": "Neighbouring experiences",
                                "description": "Separate loneliness from circumstances or feelings that may accompany it.",
                                "findings": [
                                    {
                                        "id": "loneliness-versus-aloneness",
                                        "name": "Loneliness versus aloneness",
                                        "description": "Represent wanted solitude, limited contact, sadness, and loneliness separately, allowing them to coexist.",
                                        "questions": [
                                            {
                                                "text": "Is time alone wanted, unwanted, or mixed, and does that answer change across situations?",
                                                "kind": "boundary",
                                                "id": "loneliness-versus-aloneness-q01"
                                            },
                                            {
                                                "text": "What evidence supports loneliness specifically rather than an inference from living alone, few contacts, grief, or low mood?",
                                                "kind": "boundary",
                                                "id": "loneliness-versus-aloneness-q02"
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "id": "connection-needs-and-experience",
                        "name": "Connection needs and experience",
                        "description": "Describe the qualities of connection that are desired and those currently experienced.",
                        "rationale": "Different missing qualities call for different questions and potentially different responses.",
                        "layers": [
                            {
                                "id": "qualities-of-connection",
                                "name": "Qualities of connection",
                                "description": "Identify what would make relationships or participation feel satisfying.",
                                "findings": [
                                    {
                                        "id": "specific-unmet-qualities",
                                        "name": "Specific unmet qualities",
                                        "description": "Record needs such as trusted intimacy, companionship, reciprocity, recognition, or group belonging without forcing the account into a single subtype.",
                                        "questions": [
                                            {
                                                "text": "Is the person missing a trusted confidant, shared activity, reciprocal care, group belonging, being understood, or something else?",
                                                "kind": "definition",
                                                "id": "specific-unmet-qualities-q01"
                                            },
                                            {
                                                "text": "What would count, for this person, as enough of the connection they want?",
                                                "kind": "measurement",
                                                "id": "specific-unmet-qualities-q02"
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "contact-and-felt-connection",
                                "name": "Contact and felt connection",
                                "description": "Relate actual interactions to the person's experience without equating the two.",
                                "findings": [
                                    {
                                        "id": "connection-within-interactions",
                                        "name": "Connection within interactions",
                                        "description": "Capture which interactions provide connection and which leave the person feeling unseen, excluded, or distant.",
                                        "questions": [
                                            {
                                                "text": "During which relationships or group activities does the person feel connected, lonely, or both?",
                                                "kind": "measurement",
                                                "id": "connection-within-interactions-q01"
                                            },
                                            {
                                                "text": "How do the person's preferred forms of connection compare with the interactions currently available to them?",
                                                "kind": "boundary",
                                                "id": "connection-within-interactions-q02"
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "id": "course-and-context",
                        "name": "Course and context",
                        "description": "Record how loneliness develops, varies, and relates to circumstances.",
                        "rationale": "An episode, recurring pattern, and persistent experience require different interpretations; temporal association alone does not establish cause.",
                        "layers": [
                            {
                                "id": "temporal-course",
                                "name": "Temporal course",
                                "description": "Describe onset, frequency, duration, and relief.",
                                "findings": [
                                    {
                                        "id": "episodes-and-persistence",
                                        "name": "Episodes and persistence",
                                        "description": "Document the person's reported course using explicit time windows and uncertainty where recall is limited.",
                                        "questions": [
                                            {
                                                "text": "When did the experience begin, how often does it occur, and how long do episodes last?",
                                                "kind": "measurement",
                                                "id": "episodes-and-persistence-q01"
                                            },
                                            {
                                                "text": "When does loneliness ease, and is that relief brief, sustained, or uncertain?",
                                                "kind": "measurement",
                                                "id": "episodes-and-persistence-q02"
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "circumstances-and-barriers",
                                "name": "Circumstances and barriers",
                                "description": "Explore changes and constraints that the person associates with unwanted disconnection.",
                                "findings": [
                                    {
                                        "id": "contextual-explanations",
                                        "name": "Contextual explanations",
                                        "description": "Record proposed links to transitions, exclusion, accessibility, relationship changes, or other circumstances as attributed explanations rather than established causes.",
                                        "questions": [
                                            {
                                                "text": "Which events or circumstances does the person associate with the onset or worsening of loneliness?",
                                                "kind": "provenance",
                                                "id": "contextual-explanations-q01"
                                            },
                                            {
                                                "text": "What limits access to the connection they want, and which limits could realistically be changed?",
                                                "kind": "action",
                                                "id": "contextual-explanations-q02"
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "id": "assessment-and-uncertainty",
                        "name": "Assessment and uncertainty",
                        "description": "Make the basis, meaning, and limitations of loneliness assessments visible.",
                        "rationale": "A report, questionnaire score, and external observation provide different evidence and must not be treated as interchangeable.",
                        "layers": [
                            {
                                "id": "elicitation-and-operationalisation",
                                "name": "Elicitation and operationalisation",
                                "description": "Specify how the experience was elicited and what the method measures.",
                                "findings": [
                                    {
                                        "id": "assessment-method-fit",
                                        "name": "Assessment method fit",
                                        "description": "Record question wording or instrument version, language, recall period, and intended interpretation; leave suitability unresolved until supporting research is read.",
                                        "questions": [
                                            {
                                                "text": "Was loneliness assessed through direct self-description, indirect questions, or a named instrument, and with what recall period?",
                                                "kind": "measurement",
                                                "id": "assessment-method-fit-q01"
                                            },
                                            {
                                                "text": "What evidence supports interpreting this method for the person's language, context, and communication needs?",
                                                "kind": "provenance",
                                                "id": "assessment-method-fit-q02"
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "interpretation-and-disagreement",
                                "name": "Interpretation and disagreement",
                                "description": "Handle missing evidence and conflicts between assessment sources.",
                                "findings": [
                                    {
                                        "id": "limits-of-inference",
                                        "name": "Limits of inference",
                                        "description": "Keep non-disclosure, unavailable self-report, observer concern, and explicit denial distinct; retain disagreements without automatically overriding the person's account.",
                                        "questions": [
                                            {
                                                "text": "Where do self-description, questionnaire responses, and observer accounts agree or differ?",
                                                "kind": "boundary",
                                                "id": "limits-of-inference-q01"
                                            },
                                            {
                                                "text": "What remains unknown, and which conclusions would exceed the evidence available?",
                                                "kind": "measurement",
                                                "id": "limits-of-inference-q02"
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "id": "preferred-response-and-review",
                        "name": "Preferred response and review",
                        "description": "Connect the person's account to acceptable actions and personally meaningful outcomes.",
                        "rationale": "Responses should address the desired quality of connection and be evaluated through experience, rather than contact counts alone.",
                        "layers": [
                            {
                                "id": "response-choice",
                                "name": "Response choice",
                                "description": "Identify whether help is wanted and which forms fit the unmet need.",
                                "findings": [
                                    {
                                        "id": "consented-connection-options",
                                        "name": "Consented connection options",
                                        "description": "Explore options such as reconnecting with someone, finding shared activity, addressing access barriers, or seeking support, subject to the person's wishes.",
                                        "questions": [
                                            {
                                                "text": "Does the person want listening, practical help, connection opportunities, professional support, or no action now?",
                                                "kind": "action",
                                                "id": "consented-connection-options-q01"
                                            },
                                            {
                                                "text": "Which option addresses the connection they miss, and what consent is needed before contacting anyone or sharing their account?",
                                                "kind": "action",
                                                "id": "consented-connection-options-q02"
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "experienced-outcomes",
                                "name": "Experienced outcomes",
                                "description": "Review changes in loneliness, connection quality, and the burden of attempted responses.",
                                "findings": [
                                    {
                                        "id": "person-defined-improvement",
                                        "name": "Person-defined improvement",
                                        "description": "Assess whether the person feels more satisfactorily connected and whether the response remains welcome.",
                                        "questions": [
                                            {
                                                "text": "What change would the person recognise as improvement, and when should it be reviewed?",
                                                "kind": "measurement",
                                                "id": "person-defined-improvement-q01"
                                            },
                                            {
                                                "text": "Did the response improve felt connection, create pressure or discomfort, or suggest a different next step?",
                                                "kind": "action",
                                                "id": "person-defined-improvement-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 definition follows the influential discrepancy approach associated with Perlman and Peplau; it is not the only theoretical account.",
                                            "Weiss's emotional/social distinction is influential; existential loneliness has a less uniform definition and is not captured equally by standard loneliness scales.",
                                            "Recalled information only: verify instrument versions, scoring instructions, and population-specific validation before operational use; duration categories have no universal time thresholds."
                                        ],
                                        "questions": [
                                            {
                                                "id": "evidence-confidence-notes-q01",
                                                "text": "Which of these check these first hold for the sense of loneliness this model covers, and on what evidence?",
                                                "kind": "provenance"
                                            }
                                        ]
                                    },
                                    {
                                        "id": "evidence-kinds",
                                        "name": "Kinds and varieties",
                                        "description": "Recalled without web access and unsourced; every item is a lead to verify.",
                                        "evidence": [
                                            "Emotional loneliness: perceived absence of a close attachment",
                                            "Social loneliness: perceived absence of an adequate social network or group belonging",
                                            "Existential loneliness: a felt fundamental separateness from others",
                                            "Transient loneliness",
                                            "Chronic loneliness"
                                        ],
                                        "questions": [
                                            {
                                                "id": "evidence-kinds-q01",
                                                "text": "Which of these kinds and varieties hold for the sense of loneliness 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": [
                                            "Population surveys monitoring subjective social connection",
                                            "Assessment of unmet relational needs in health and social care",
                                            "Evaluation of interventions intended to improve social connection",
                                            "Research distinguishing relationship quality from network size",
                                            "Qualitative inquiry into belonging, attachment, and perceived disconnection"
                                        ],
                                        "questions": [
                                            {
                                                "id": "evidence-real-world-use-q01",
                                                "text": "Which of these real-world use hold for the sense of loneliness 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": "Loneliness measured by the 20-item UCLA Loneliness Scale, Version 3",
                                                "typical_range": "Possible scores 20-80; higher scores indicate greater loneliness",
                                                "unit": "Summed questionnaire score"
                                            },
                                            {
                                                "quantity": "Loneliness measured by the six-item De Jong Gierveld Loneliness Scale",
                                                "typical_range": "Possible total scores 0-6, with emotional and social subscales each 0-3",
                                                "unit": "Scored questionnaire responses"
                                            }
                                        ],
                                        "questions": [
                                            {
                                                "id": "evidence-measurements-q01",
                                                "text": "Which of these typical measurements hold for the sense of loneliness 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 living alone or having few contacts as sufficient evidence of loneliness",
                                            "Assuming more social contact necessarily improves relationship quality or relieves loneliness",
                                            "Treating a questionnaire score as a psychiatric diagnosis or applying a universal clinical cutoff",
                                            "Inferring causation from associations between loneliness and adverse health outcomes",
                                            "Stigma and culturally variable disclosure producing underreporting or misleading comparisons"
                                        ],
                                        "questions": [
                                            {
                                                "id": "evidence-failure-modes-and-hazards-q01",
                                                "text": "Which of these failure modes and hazards hold for the sense of loneliness 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": [
                                            "Expectations about family obligations, friendship, and acceptable solitude can affect what people experience as inadequate connection.",
                                            "Translations and response norms can affect questionnaire comparability; cross-country comparisons require evidence of measurement equivalence."
                                        ],
                                        "questions": [
                                            {
                                                "id": "evidence-regional-variation-q01",
                                                "text": "Which of these regional variation hold for the sense of loneliness 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": "Social isolation",
                                                "difference": "Concerns objectively limited social contacts or participation; loneliness concerns subjective relational inadequacy, and either can occur without the other."
                                            },
                                            {
                                                "name": "Solitude",
                                                "difference": "Being alone may be chosen and satisfying; loneliness entails an unwanted or distressing experience of disconnection."
                                            },
                                            {
                                                "name": "Living alone",
                                                "difference": "Describes household composition and does not establish whether someone feels lonely."
                                            },
                                            {
                                                "name": "Depression",
                                                "difference": "Involves a broader pattern of mood and other symptoms; loneliness specifically concerns perceived social or relational inadequacy."
                                            },
                                            {
                                                "name": "Social exclusion",
                                                "difference": "Concerns processes restricting participation, access, or membership; loneliness is a subjective experience that may result but is not required."
                                            }
                                        ],
                                        "questions": [
                                            {
                                                "id": "evidence-neighbours-q01",
                                                "text": "Which of these neighbouring kinds and how to tell them apart hold for the sense of loneliness this model covers, and on what evidence?",
                                                "kind": "provenance"
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    }
                ]
            },
            "openQuestions": [
                "Which reference works and research traditions best establish the competing definitions of loneliness, and where do they disagree about necessary features?",
                "Should existential loneliness be represented as a subtype of relational loneliness or as a neighbouring concept with a different boundary?",
                "Which assessment methods support meaningful comparison across languages, cultures, ages, and communication needs, and what limits apply?",
                "What evidence supports thresholds for persistent loneliness and meaningful change without treating questionnaire scores as diagnoses?",
                "Which responses help with particular unmet connection needs, for whom, and under what circumstances, including possible unwanted effects?"
            ],
            "statistics": {
                "bundles": 6,
                "layers": 11,
                "findings": 17,
                "questions": 27
            }
        },
        "draft": {
            "generator": "vr.draft.v3",
            "status": "draft-generated",
            "researched": false,
            "archetype": "abstract concept",
            "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 loneliness, record what state it is in, and decide what may be done with it.",
            "whatItIs": "Enable an AI agent to recognise reported loneliness, record its meaning and course, assess unmet connection needs, and identify responses consistent with the person's preferences.",
            "characteristics": {
                "substance": "activity",
                "origin": "conceptual",
                "agency": "inert"
            },
            "whatYouCanDoWithIt": [
                "observed and measured"
            ],
            "distinguishingFeatures": [
                "Names folded into this entry, which a task may need to split apart again: emotional loneliness.",
                "1 finer distinctions are held as aliases rather than separate entries, because telling them apart needs a task that asks for it.",
                "Described in 83 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 loneliness, and on what evidence are they told apart?"
            ],
            "whatItIsMadeOf": "something that happens over time",
            "physicalCharacter": [
                "Does nothing on its own; everything it does, something else did to it.",
                "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. What is recognised is an instance of it, and which instances count is exactly what is argued about."
            ],
            "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": [
                        "emotional loneliness"
                    ]
                }
            ],
            "standing": "Described in 83 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 loneliness from another, and a loneliness 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 loneliness, 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 loneliness, 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 loneliness 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 loneliness, 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 loneliness, 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 loneliness 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 loneliness 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 loneliness, 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 loneliness, 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 loneliness 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 loneliness from the things most often confused with it.",
                                        "questions": [
                                            {
                                                "id": "distinguishing-features-q01",
                                                "text": "What identifies and describes what distinguishes a loneliness, 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 loneliness, 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 loneliness 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 loneliness 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 loneliness between them.",
                                        "questions": [
                                            {
                                                "id": "stages-and-transitions-q01",
                                                "text": "What identifies and describes the lifecycle of a loneliness, 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 loneliness, 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 loneliness 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 loneliness, how often and by whom.",
                                "findings": [
                                    {
                                        "id": "observation-record",
                                        "name": "Observation record",
                                        "description": "How an observation of a loneliness 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 loneliness, 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 loneliness, 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 loneliness is known, and what must it refuse?",
                                                "kind": "action",
                                                "answer_data": [
                                                    "permitted actions",
                                                    "preconditions",
                                                    "refusals",
                                                    "escalation"
                                                ]
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "id": "process-and-outcome",
                        "name": "Process, inputs and outcome",
                        "description": "How a loneliness proceeds, what it needs and what it leaves behind.",
                        "rationale": "An activity is known by its steps and its results, and both have to be recordable while it is still running.",
                        "layers": [
                            {
                                "id": "steps-and-sequence",
                                "name": "Steps and sequence",
                                "description": "The steps of a loneliness, their order and what may run in parallel.",
                                "findings": [
                                    {
                                        "id": "steps-and-preconditions",
                                        "name": "Steps, preconditions and completion",
                                        "description": "What has to be true before each step of a loneliness and what marks it done.",
                                        "questions": [
                                            {
                                                "id": "steps-and-preconditions-q01",
                                                "text": "What identifies and describes a step of a loneliness, and in what units or vocabulary?",
                                                "kind": "definition",
                                                "answer_data": [
                                                    "identifiers",
                                                    "types and classes",
                                                    "values with units",
                                                    "explicit unknowns"
                                                ]
                                            },
                                            {
                                                "id": "steps-and-preconditions-q02",
                                                "text": "Who or what asserted this about a step of a loneliness, by which method, and when was it true?",
                                                "kind": "provenance",
                                                "answer_data": [
                                                    "authority",
                                                    "method",
                                                    "evidence",
                                                    "event time",
                                                    "knowledge time"
                                                ]
                                            },
                                            {
                                                "id": "steps-and-preconditions-q03",
                                                "text": "What may an agent decide or do once a step of a loneliness is known, and what must it refuse?",
                                                "kind": "action",
                                                "answer_data": [
                                                    "permitted actions",
                                                    "preconditions",
                                                    "refusals",
                                                    "escalation"
                                                ]
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "inputs-and-results",
                                "name": "Inputs, resources and results",
                                "description": "What a loneliness consumes and what it produces.",
                                "findings": [
                                    {
                                        "id": "inputs-and-outputs",
                                        "name": "Inputs, outputs and side effects",
                                        "description": "The resources a loneliness takes and the results it leaves, wanted or not.",
                                        "questions": [
                                            {
                                                "id": "inputs-and-outputs-q01",
                                                "text": "What identifies and describes the inputs and results of a loneliness, and in what units or vocabulary?",
                                                "kind": "definition",
                                                "answer_data": [
                                                    "identifiers",
                                                    "types and classes",
                                                    "values with units",
                                                    "explicit unknowns"
                                                ]
                                            },
                                            {
                                                "id": "inputs-and-outputs-q02",
                                                "text": "Who or what asserted this about the inputs and results of a loneliness, by which method, and when was it true?",
                                                "kind": "provenance",
                                                "answer_data": [
                                                    "authority",
                                                    "method",
                                                    "evidence",
                                                    "event time",
                                                    "knowledge time"
                                                ]
                                            },
                                            {
                                                "id": "inputs-and-outputs-q03",
                                                "text": "What may an agent decide or do once the inputs and results of a loneliness is known, and what must it refuse?",
                                                "kind": "action",
                                                "answer_data": [
                                                    "permitted actions",
                                                    "preconditions",
                                                    "refusals",
                                                    "escalation"
                                                ]
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "id": "definitions-in-contest",
                        "name": "Definitions and who holds them",
                        "description": "What loneliness is taken to mean, and by whom.",
                        "rationale": "When a field disagrees about a concept, the disagreement is the content. A model that picks one definition silently destroys the information.",
                        "layers": [
                            {
                                "id": "competing-definitions",
                                "name": "Competing definitions",
                                "description": "The main readings and the traditions behind them.",
                                "findings": [
                                    {
                                        "id": "definition-map",
                                        "name": "Definitions and their holders",
                                        "description": "Each definition with the school or body that holds it.",
                                        "questions": [
                                            {
                                                "id": "definition-map-q01",
                                                "text": "Which definitions of loneliness are in use, and which tradition or body holds each?",
                                                "kind": "definition"
                                            },
                                            {
                                                "id": "definition-map-q02",
                                                "text": "What turns on the difference between them in practice?",
                                                "kind": "boundary"
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "operationalisation",
                                "name": "Operationalisation",
                                "description": "How it is measured or applied when it has to be.",
                                "findings": [
                                    {
                                        "id": "operational-record",
                                        "name": "Measures and proxies",
                                        "description": "Instruments and indicators used to stand in for it.",
                                        "questions": [
                                            {
                                                "id": "operational-record-q01",
                                                "text": "How is loneliness operationalised or measured in practice, and by what instrument?",
                                                "kind": "measurement"
                                            },
                                            {
                                                "id": "operational-record-q02",
                                                "text": "What does that operationalisation leave out, and when does that matter?",
                                                "kind": "boundary"
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "id": "instances-and-use",
                        "name": "Instances, use and consequence",
                        "description": "What counts as an instance of loneliness and what follows from calling something that.",
                        "rationale": "Applying a concept is an act with consequences, so a model must say what the label licenses and what it does not.",
                        "layers": [
                            {
                                "id": "instances",
                                "name": "What counts as an instance",
                                "description": "Clear cases, borderline cases and non-cases.",
                                "findings": [
                                    {
                                        "id": "instance-tests",
                                        "name": "Tests for an instance",
                                        "description": "What would settle whether something falls under it.",
                                        "questions": [
                                            {
                                                "id": "instance-tests-q01",
                                                "text": "What would settle whether something is an instance of loneliness?",
                                                "kind": "boundary"
                                            },
                                            {
                                                "id": "instance-tests-q02",
                                                "text": "Which borderline cases are argued about, and on what grounds?",
                                                "kind": "definition"
                                            }
                                        ]
                                    }
                                ]
                            },
                            {
                                "id": "consequence",
                                "name": "Consequence of application",
                                "description": "Rights, duties or decisions that follow from the label.",
                                "findings": [
                                    {
                                        "id": "consequence-record",
                                        "name": "What the label licenses",
                                        "description": "What an agent may do once something is classified this way.",
                                        "questions": [
                                            {
                                                "id": "consequence-record-q01",
                                                "text": "What follows practically once something is treated as loneliness?",
                                                "kind": "action"
                                            },
                                            {
                                                "id": "consequence-record-q02",
                                                "text": "What must an agent not infer from the label alone?",
                                                "kind": "action"
                                            }
                                        ]
                                    }
                                ]
                            }
                        ]
                    },
                    {
                        "id": "provenance-and-evidence",
                        "name": "Provenance, evidence and time",
                        "description": "Where every claim about a loneliness 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 loneliness and how confident it is.",
                                        "questions": [
                                            {
                                                "id": "claim-provenance-q01",
                                                "text": "What identifies and describes a claim about a loneliness, 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 loneliness, 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 loneliness 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 loneliness is retired without being erased.",
                                        "questions": [
                                            {
                                                "id": "validity-and-supersession-q01",
                                                "text": "What identifies and describes the validity of a claim about a loneliness, 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 loneliness, 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 loneliness 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
            }
        }
    }
}