{
  "schemaVersion": 1,
  "namespace": "appstore2031/storefront/v2",
  "editionId": "2031-2026-08-02",
  "candidateId": "category-001-candidate-07",
  "canonicalCandidateSha256": "2eb37fde21d18943e2333472a57aeebba67a150cced7c5b56354decf782e6108",
  "fictionalDisclosure": true,
  "fiction": {
    "name": "ReciproKind",
    "developerName": "Common Ground Network",
    "iconAsset": "/storefront/v2/icons/category-001-candidate-07.svg",
    "iconTheme": {
      "motif": "A distinct geometric mark derived from the fictional name.",
      "palette": "High-contrast spectral gradient.",
      "shapeLanguage": "Rounded app-store tile with a clear lettermark.",
      "accessibilityNote": "The name remains visible beside the icon; colour is not the only identifier."
    },
    "storeDescription": "ReciproKind helps a community rebuild the human relationships lost when synthetic support became the default. It funds and schedules recurring groups, assigns a qualified human contact for serious needs and gives people simple ways to join by phone, in person or online. The service measures continuity, voluntary exit, crisis handoffs and whether people form useful human connections—not time spent in an app. Local organisations lead the groups, while independent safeguards limit surveillance and manufactured participation.",
    "rating": 4.6,
    "ratingLabel": "imagined 2031 rating",
    "reviews": [
      {
        "reviewerAlias": "KeiNeighbour",
        "title": "People remembered my name",
        "body": "I joined a weekly repair café through ReciproKind and now have a human coordinator I can call. It feels nothing like an endless synthetic conversation.",
        "stars": 5,
        "stance": "benefit",
        "fictionalDisclosure": true
      },
      {
        "reviewerAlias": "NoForcedFriends",
        "title": "The matching felt too managed",
        "body": "The group was welcoming, but the follow-up prompts made a voluntary community activity feel like a measured service target.",
        "stars": 3,
        "stance": "critical",
        "fictionalDisclosure": true
      }
    ]
  },
  "category": {
    "id": "category-001",
    "name": "Qualified Human Help and Service Repair",
    "plainLanguageDefinition": "Gets a serious case to a qualified person who can act, then repairs staffing and caseloads so human help stays reachable over time. It records what the machine did, who can pause or correct it, and whether real service results improve.",
    "recurringBrowsePurpose": "An affected person or frontline worker needing a qualified human response, or a service leader, commissioner, worker body or public body responsible for restoring enough staff to finish cases safely.",
    "completion": {
      "trigger": "A consequential case lacks a qualified human owner, or evidence shows that an automated front door has reduced staffing, human contact, response, continuity or completed outcomes.",
      "boundedWork": "Package machine limits, evidence and overrides; transfer the case to a named qualified person and track the outcome; measure staffing, retention, caseloads, offline contact, complaints, failed handoffs, crises, subgroup results and exits; then restore funded trained staff or pause the automated route when human service falls.",
      "observableDone": "A record names the responsible person, machine limits, evidence and overrides. Callers reach a qualified person without proving harm or repeating their story; that person can pause, correct and finish the response within the local urgent time. Funded retained staff and workable caseloads sustain contact, groups, care, handoffs and appeal. Synthetic contact explains its limits, data use and alternatives. Results by group show response, cases, crises, exits and dependence improving over time; staff or supply limits are recorded."
    }
  },
  "rank": {
    "mainChartPosition": 8,
    "rangeAcrossWeights": [
      4,
      9
    ],
    "dominantWorldIds": [
      "W06"
    ],
    "whyAboveNext": "ReciproKind rebuilds shared human capacity for many people before dependence becomes an individual crisis. HumanHarbour at number 9 offers a clearer personal exit but starts after a synthetic relationship is already deeply embedded.",
    "whyThisPosition": "It ranks eighth because the social need could be profound and applies differently across all nine geographic lenses. It is lower than DutyPool because genuine belonging cannot be delivered to a neat specification, and a marketplace can damage the very relationships it claims to rebuild.",
    "couldMoveUpIf": "It could rise if long-term evidence shows synthetic contact displacing staffed groups, increasing dependence or weakening crisis detection and real-world continuity.",
    "couldMoveDownIf": "It would fall if synthetic contact mostly leads people toward human groups or if existing community organisations remain sustainably funded and easy to reach.",
    "strongestCounterCase": "Turning community into a marketplace product could commodify belonging and divert funds from trusted local groups; direct long-term support for existing institutions may be more legitimate.",
    "publishedChartAppearances": [
      {
        "chart": "main",
        "rank": 8,
        "worldId": null,
        "geographicLensId": null,
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 9,
        "worldId": "W01",
        "geographicLensId": "united-states",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 9,
        "worldId": "W03",
        "geographicLensId": "united-states",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 8,
        "worldId": "W04",
        "geographicLensId": "united-states",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 4,
        "worldId": "W06",
        "geographicLensId": "united-states",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 9,
        "worldId": "W01",
        "geographicLensId": "mainland-china",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 9,
        "worldId": "W03",
        "geographicLensId": "mainland-china",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 8,
        "worldId": "W04",
        "geographicLensId": "mainland-china",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 4,
        "worldId": "W06",
        "geographicLensId": "mainland-china",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 9,
        "worldId": "W01",
        "geographicLensId": "european-union",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 9,
        "worldId": "W03",
        "geographicLensId": "european-union",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 8,
        "worldId": "W04",
        "geographicLensId": "european-union",
        "weightSetId": null
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      {
        "chart": "conditional",
        "rank": 4,
        "worldId": "W06",
        "geographicLensId": "european-union",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 9,
        "worldId": "W01",
        "geographicLensId": "india",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 9,
        "worldId": "W03",
        "geographicLensId": "india",
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      {
        "chart": "conditional",
        "rank": 8,
        "worldId": "W04",
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        "weightSetId": null
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      {
        "chart": "conditional",
        "rank": 4,
        "worldId": "W06",
        "geographicLensId": "india",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 9,
        "worldId": "W01",
        "geographicLensId": "japan-and-republic-of-korea",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 9,
        "worldId": "W03",
        "geographicLensId": "japan-and-republic-of-korea",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 8,
        "worldId": "W04",
        "geographicLensId": "japan-and-republic-of-korea",
        "weightSetId": null
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      {
        "chart": "conditional",
        "rank": 4,
        "worldId": "W06",
        "geographicLensId": "japan-and-republic-of-korea",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 9,
        "worldId": "W01",
        "geographicLensId": "gulf-technology-economies",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 9,
        "worldId": "W03",
        "geographicLensId": "gulf-technology-economies",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 8,
        "worldId": "W04",
        "geographicLensId": "gulf-technology-economies",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 4,
        "worldId": "W06",
        "geographicLensId": "gulf-technology-economies",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 9,
        "worldId": "W01",
        "geographicLensId": "latin-america",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 9,
        "worldId": "W03",
        "geographicLensId": "latin-america",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 8,
        "worldId": "W04",
        "geographicLensId": "latin-america",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 4,
        "worldId": "W06",
        "geographicLensId": "latin-america",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 9,
        "worldId": "W01",
        "geographicLensId": "africa",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 9,
        "worldId": "W03",
        "geographicLensId": "africa",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 8,
        "worldId": "W04",
        "geographicLensId": "africa",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 4,
        "worldId": "W06",
        "geographicLensId": "africa",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 9,
        "worldId": "W01",
        "geographicLensId": "other-material-paths",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 9,
        "worldId": "W03",
        "geographicLensId": "other-material-paths",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 8,
        "worldId": "W04",
        "geographicLensId": "other-material-paths",
        "weightSetId": null
      },
      {
        "chart": "conditional",
        "rank": 5,
        "worldId": "W06",
        "geographicLensId": "other-material-paths",
        "weightSetId": null
      }
    ]
  },
  "salesPromise": "Rebuild real human groups and a named support relationship when synthetic contact has replaced both.",
  "whatItDoes": {
    "headline": "A human group and continuity rebuilder",
    "summary": "It restores recurring human groups and one continuing qualified contact, then measures whether real relationships, safe exits and crisis outcomes improve after synthetic support displaced them.",
    "steps": [
      "Map which human groups and continuing relationships disappeared after synthetic or automated contact expanded.",
      "Recruit and retain qualified facilitators and peer workers with safe caseloads and local supervision.",
      "Restart accessible in-person and live remote groups while giving each participant a named human continuity contact.",
      "Measure belonging, completed help, crisis, dependence, exit, and subgroup results, then adjust capacity."
    ],
    "outcome": "People regain recurring human groups and a named qualified contact, with funded staffing and evidence that dependence and crisis are improving."
  },
  "whyOnTheList": {
    "headline": "Human groups become scarce after private synthetic contact scales",
    "summary": "Always-available synthetic contact could become cheap enough by 2031 to replace support groups and continuing human relationships before anyone measures what was lost. ReciproKind treats those groups as essential infrastructure and pays for real reciprocal participation rather than automated engagement or forced attendance.",
    "why2031Not2026": "Community programmes and support groups exist now, but they are not normally commissioned as repair infrastructure after synthetic systems replace human contact at scale. The forecast depends on observable displacement, persistent synthetic relationships and funding tied to restored human outcomes.",
    "worldShifts": [
      {
        "shift": "By 2031, cheap always-available synthetic contact may absorb routine support while the staffed groups that create trust, mutual aid, and early warning disappear.",
        "causalChain": [
          "Synthetic contact offers private convenience at low marginal cost.",
          "Funding and participation move away from staffed groups and continuing human relationships.",
          "Isolation, dependence, missed risk, and weak handoffs rise for some people even when usage looks high.",
          "A funded rebuilder restores qualified groups and continuity, then measures human outcomes rather than contact volume."
        ],
        "basis": "measured-trend",
        "evidenceIds": [
          "RSM-02",
          "HBD-05"
        ],
        "worldIds": [
          "W06"
        ],
        "evidenceLimit": "The sources support present conditions and directional pressures. This 2031 world, product, name and rank are reasoned forecast artefacts."
      }
    ],
    "whyRepeatedUse": "Groups meet repeatedly, participants enter and leave, facilitators need support, and the service continually monitors safety and dependence."
  },
  "futureDistance": {
    "cutoffBaseline": "In 2026, support groups and community programmes exist, but they are not normally commissioned as human infrastructure lost to scaled synthetic contact.",
    "structuralDifference2031": "The service repairs system-wide substitution of reciprocal human relationships and measures dependence, continuity, crisis, and exits.",
    "essential2031Conditions": [
      "Synthetic contact has materially displaced funded human groups and continuing relationships.",
      "Outcome evidence can trigger durable funding for human complements."
    ],
    "notJustBetterAI": "A more capable synthetic companion still cannot create real mutual obligation, embodied presence, democratic community, or professional responsibility.",
    "failureCondition": "If synthetic contact does not reduce human group capacity or existing groups remain sustainably funded and reachable, the rebuilder adds no distinct function."
  },
  "howItCouldBeBuilt": {
    "overview": "Combine local partner governance, qualified facilitators, safe group protocols, continuity caseloads, accessible venues, and outcome measurement that does not surveil private conversation.",
    "components": [
      {
        "name": "Reciprocal human groups",
        "plainLanguageRole": "Creates recurring contact where real people can recognise, support, and be responsible to one another."
      }
    ],
    "dependencies": [
      {
        "kind": "economic",
        "name": "Protected funding for human complements",
        "plainLanguageRole": "Pays qualified facilitators, continuity workers, venues, access support, and safe caseloads despite cheaper synthetic alternatives.",
        "causalRequirement": "Commissioning and operator levies can connect synthetic-contact scale to durable local human capacity.",
        "necessity": "essential",
        "basis": "design-inference",
        "evidenceIds": [],
        "worldIds": [
          "W06"
        ],
        "ifMissing": "The listing must offer only a time-limited pilot and cannot promise sustained continuity."
      }
    ],
    "hardestPart": "Funding and protecting genuine reciprocal relationships without institutionalising, surveilling, or manufacturing them.",
    "whatCouldBeSimpler": "Direct long-term grants to existing community and peer-led groups."
  },
  "harmsAndFailure": {
    "whoBenefits": [
      "People regain reciprocal contact, early human recognition, and continuity.",
      "Communities recover staffed capacity rather than measuring success by synthetic engagement."
    ],
    "warnings": [
      "Lonely, disabled, older, young, migrant, minority-language, stigmatised, or geographically isolated people.",
      "Peer workers and facilitators exposed to emotional load or unclear responsibility."
    ],
    "waysItCouldFail": [
      "Groups can exclude, stigmatise, spread harmful advice, or breach confidentiality.",
      "Institutions may use low-paid peers to replace qualified care."
    ],
    "abuseRisks": [
      "Predators or commercial actors could target vulnerable participants.",
      "Operators could optimise attendance while hiding crisis, dropout, or dependence."
    ],
    "safeguards": [
      "Use qualified supervision, participant codes, protected reporting, careful matching, and rapid human safeguarding.",
      "Publish staffing, pay, caseload, dropout, crisis, and subgroup outcomes.",
      "Maintain clear professional referral and never count group attendance as completed care."
    ],
    "whenItMustStop": "Stop a group after serious safeguarding, privacy, staffing, or impersonation failure and contact every participant through their chosen route."
  },
  "rankExplanation": {
    "whyThisRank": "It ranks eighth because the social need could be profound and applies differently across all nine geographic lenses. It is lower than DutyPool because genuine belonging cannot be delivered to a neat specification, and a marketplace can damage the very relationships it claims to rebuild.",
    "sourceWhyAboveNext": "ReciproKind rebuilds shared human capacity for many people before dependence becomes an individual crisis. HumanHarbour at number 9 offers a clearer personal exit but starts after a synthetic relationship is already deeply embedded.",
    "plainEnglishWhyAboveNext": "ReciproKind rebuilds shared human capacity for many people before dependence becomes an individual crisis. HumanHarbour at number 9 offers a clearer personal exit but starts after a synthetic relationship is already deeply embedded.",
    "couldMoveUpIf": "It could rise if long-term evidence shows synthetic contact displacing staffed groups, increasing dependence or weakening crisis detection and real-world continuity.",
    "couldMoveDownIf": "It would fall if synthetic contact mostly leads people toward human groups or if existing community organisations remain sustainably funded and easy to reach.",
    "basis": "design-inference",
    "evidenceIds": [
      "RSM-02",
      "HBD-05",
      "AC-25",
      "AC-27",
      "SC-R05",
      "AC-30",
      "HBD-13",
      "AC-33",
      "HBD-11",
      "SC-R11",
      "AC-39",
      "SC-R16",
      "AC-38",
      "SC-R21",
      "AC-36",
      "E21",
      "E18",
      "HBD-08"
    ],
    "worldIds": [
      "W06"
    ],
    "evidenceLimit": "The score and rank are authored judgements over sealed concepts, not measurements of future adoption."
  },
  "grounding": {
    "scores": {
      "futureDistance": 5,
      "needScale": 4,
      "globalBreadth": 4,
      "marketplaceClarity": 4,
      "deliveryReadiness2031": 3,
      "trustAndSafety": 4,
      "total": 82
    },
    "evidenceAnchors": [
      {
        "statement": "The bound record includes concerns about synthetic monitoring and continued human-care scarcity, supporting cautious investment in human complements.",
        "basis": "measured-trend",
        "evidenceIds": [
          "RSM-02",
          "HBD-05"
        ],
        "worldIds": [
          "W06"
        ]
      }
    ],
    "regionalVariation": [
      {
        "geographyId": "united-states",
        "fit": "conditional",
        "explanation": "Exposed labour markets increase need, while fragmented community and health funding complicate continuity.",
        "evidenceIds": [
          "AC-25",
          "HBD-05"
        ]
      },
      {
        "geographyId": "mainland-china",
        "fit": "conditional",
        "explanation": "Local fiscal and migrant gaps shape who can reach funded human groups.",
        "evidenceIds": [
          "AC-27",
          "SC-R05"
        ]
      },
      {
        "geographyId": "european-union",
        "fit": "present",
        "explanation": "Public and community institutions can support groups, subject to member-state adequacy.",
        "evidenceIds": [
          "AC-30",
          "HBD-13"
        ]
      },
      {
        "geographyId": "india",
        "fit": "conditional",
        "explanation": "Large informal and family networks offer partners, while state floors and access vary.",
        "evidenceIds": [
          "AC-33",
          "HBD-11"
        ]
      },
      {
        "geographyId": "japan-and-republic-of-korea",
        "fit": "present",
        "explanation": "Ageing and scarce human care make reciprocal groups and continuity especially material.",
        "evidenceIds": [
          "RSM-02",
          "SC-R11"
        ]
      },
      {
        "geographyId": "gulf-technology-economies",
        "fit": "conditional",
        "explanation": "Strong investment can fund groups, but non-citizen inclusion and independent appeal must be explicit.",
        "evidenceIds": [
          "AC-39",
          "SC-R16"
        ]
      },
      {
        "geographyId": "latin-america",
        "fit": "conditional",
        "explanation": "Community delivery can fill formal gaps, provided it is not used to excuse lost public capacity.",
        "evidenceIds": [
          "AC-38",
          "SC-R21"
        ]
      },
      {
        "geographyId": "africa",
        "fit": "conditional",
        "explanation": "Community and regional models are promising, while trained supply and funding remain uneven.",
        "evidenceIds": [
          "AC-36",
          "E21"
        ]
      },
      {
        "geographyId": "other-material-paths",
        "fit": "unknown",
        "explanation": "Mobile and small-island communities may benefit, but continuity funding and portable safeguarding are uncertain.",
        "evidenceIds": [
          "E18",
          "HBD-08"
        ]
      }
    ],
    "scenarioFit": [
      {
        "worldId": "W06",
        "fit": "strong",
        "reason": "A world of abundant synthetic contact and scarce human care creates a distinct need to rebuild reciprocal group infrastructure."
      }
    ],
    "resolutionCriteria": [
      "Participants have a named human continuity contact and recurring access to a safely staffed group.",
      "Facilitator retention, pay, caseload, accessibility, and supervision meet published floors.",
      "Completed help, crisis, harmful dependence, dropout, exit, and subgroup outcomes improve.",
      "No synthetic participant impersonates a human or replaces the accountable facilitator."
    ]
  },
  "evidenceLimitations": "Observed and published evidence grounds the world pressures and present constraints. The category, product, developer, reviews, rating and exact rank are fictional forecasts and may be wrong.",
  "datedCollisionAudit": {
    "cutoff": "2026-08-02",
    "auditedAt": "2026-08-03T23:59:59.000Z",
    "verdict": "future-dependent-no-collision-found",
    "publicReason": "no-material-collision-found. This is a search-level collision screen, not a complete registry search, trademark opinion or legal clearance. Search engines can miss products, private services, regional uses, recent launches and non-Latin-script equivalents. A no-material-collision-found verdict means only that this bounded search did not expose a material exact-name use.",
    "closestMatches": []
  },
  "evidenceReferences": [
    {
      "kind": "source",
      "id": "RSM-02",
      "title": "Global Robot Density in Factories Doubled in Seven Years",
      "publisher": "IFR",
      "url": "https://ifr.org/ifr-press-releases/news/robot-density-surges-in-europe-asia-and-americas",
      "publishedAt": "undated-at-access",
      "accessedAt": "2026-08-01",
      "limitations": "Density is a stock-to-employment ratio, not a measure of autonomous task coverage or productivity",
      "evidenceClass": "measured-trend",
      "geographies": [
        "Global",
        "Global/international"
      ]
    },
    {
      "kind": "source",
      "id": "HBD-05",
      "title": "Tracking universal health coverage: 2025 global monitoring report",
      "publisher": "WHO and World Bank",
      "url": "https://www.who.int/publications/i/item/9789240117808/",
      "publishedAt": "undated-at-access",
      "accessedAt": "2026-08-01",
      "limitations": "Indicators were revised; older report series are not directly comparable and national aggregates hide exclusion.",
      "evidenceClass": "measured-trend",
      "geographies": [
        "Global",
        "Regional",
        "Global/international",
        "Global / Regional"
      ]
    },
    {
      "kind": "source",
      "id": "AC-25",
      "title": "America's AI Action Plan",
      "publisher": "unknown",
      "url": "https://www.whitehouse.gov/releases/2025/07/white-house-unveils-americas-ai-action-plan/",
      "publishedAt": "2025-07-23",
      "accessedAt": "2026-08-01",
      "limitations": "Political plan, not evidence of implementation or outcomes",
      "evidenceClass": "policy-intent",
      "geographies": [
        "United States",
        "United States/North America"
      ]
    },
    {
      "kind": "source",
      "id": "AC-27",
      "title": "State Council “AI Plus” opinion",
      "publisher": "unknown",
      "url": "https://big5.www.gov.cn/gate/big5/www.gov.cn/zhengce/content/202508/content_7037861.htm",
      "publishedAt": "2025-08-26",
      "accessedAt": "2026-08-01",
      "limitations": "The percentage is a government target whose definition and measurement are not yet independently established",
      "evidenceClass": "policy-intent",
      "geographies": [
        "China"
      ]
    },
    {
      "kind": "source",
      "id": "SC-R05",
      "title": "Communique on Major Data of the 1% National Population Sample Survey in 2025",
      "publisher": "National Bureau of Statistics of China",
      "url": "https://www.stats.gov.cn/english/PressRelease/202605/t20260522_1963789.html",
      "publishedAt": "2026-05-22",
      "accessedAt": "2026-08-02",
      "limitations": "Demographic, household and migration indicators do not directly measure loneliness, belonging or relationship quality.",
      "evidenceClass": "measured-trend",
      "geographies": [
        "China"
      ]
    },
    {
      "kind": "source",
      "id": "AC-30",
      "title": "Navigating the AI Act",
      "publisher": "unknown",
      "url": "https://digital-strategy.ec.europa.eu/en/faqs/navigating-ai-act",
      "publishedAt": "2026-07-27",
      "accessedAt": "2026-08-01",
      "limitations": "Implementation and enforcement outcomes remain unobserved at cutoff",
      "evidenceClass": "policy-intent",
      "geographies": [
        "European Union",
        "Europe/EU"
      ]
    },
    {
      "kind": "source",
      "id": "HBD-13",
      "title": "European Health Data Space Regulation",
      "publisher": "European Commission",
      "url": "https://health.ec.europa.eu/ehealth-digital-health-and-care/european-health-data-space-regulation-ehds_en",
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        "Europe/EU"
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    {
      "kind": "source",
      "id": "AC-33",
      "title": "Digital India and IndiaAI shared compute",
      "publisher": "unknown",
      "url": "https://www.pib.gov.in/PressReleasePage.aspx?PRID=2278453&lang=1&reg=48",
      "publishedAt": "2026-06-27",
      "accessedAt": "2026-08-01",
      "limitations": "Government-reported counts do not equal frontier-equivalent or fully utilised compute",
      "evidenceClass": "measured-trend",
      "geographies": [
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    {
      "kind": "source",
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      "url": "https://www.pib.gov.in/PressNoteDetails.aspx?ModuleId=3&NoteId=154146&lang=1&reg=46",
      "publishedAt": "undated-at-access",
      "accessedAt": "2026-08-01",
      "limitations": "Government administrative counts do not by themselves establish unique active users, clinical quality, outcome gains or inclusion.",
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      "geographies": [
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    },
    {
      "kind": "source",
      "id": "SC-R11",
      "title": "Household Projections for Korea: 2022-2052",
      "publisher": "Statistics Korea",
      "url": "https://kostat.go.kr/board.es?act=view&bid=11742&list_no=433742&mid=a20108020000&ref_bid=&tag=",
      "publishedAt": "2024-09-12",
      "accessedAt": "2026-08-02",
      "limitations": "Projection assumptions may change; one-person household counts do not measure isolation or loneliness.",
      "evidenceClass": "modelled-projection",
      "geographies": [
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    {
      "kind": "source",
      "id": "AC-39",
      "title": "Stargate UAE in planned 5 GW campus",
      "publisher": "unknown",
      "url": "https://www.mediaoffice.abudhabi/en/technology/global-tech-alliance-launches-stargate-uae/",
      "publishedAt": "2026-04-27",
      "accessedAt": "2026-08-01",
      "limitations": "Promotional sources; announced partners and capacity are not assured delivery",
      "evidenceClass": "measured-trend",
      "geographies": [
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        "Middle East/Gulf",
        "United Arab Emirates / Saudi Arabia"
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    },
    {
      "kind": "source",
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      "title": "DCD shares findings from sixth Quality of Life Survey in Abu Dhabi",
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      "url": "https://addcd.gov.ae/Media-Center/News/DCD-shares-findings-from-6th-Quality-of-Life-Survey-in-Abu-Dhabi",
      "publishedAt": "2026-03-27",
      "accessedAt": "2026-08-02",
      "limitations": "Self-reported, emirate-specific results; the public summary does not expose every sampling and item-level detail.",
      "evidenceClass": "measured-trend",
      "geographies": [
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      ]
    },
    {
      "kind": "source",
      "id": "AC-38",
      "title": "ECLAC Latin American Artificial Intelligence Index 2025",
      "publisher": "unknown",
      "url": "https://www.cepal.org/en/publications/84471-latin-american-artificial-intelligence-index-ilia-2025-executive-summary",
      "publishedAt": "undated-at-access",
      "accessedAt": "2026-08-01",
      "limitations": "Composite indicators and country reporting have limitations",
      "evidenceClass": "measured-trend",
      "geographies": [
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        "Latin America/Caribbean"
      ]
    },
    {
      "kind": "source",
      "id": "SC-R21",
      "title": "The care society: acting today for a better future",
      "publisher": "United Nations Economic Commission for Latin America and the Caribbean",
      "url": "https://www.cepal.org/en/articles/2024-care-society-acting-today-better-future",
      "publishedAt": "2024-10-29",
      "accessedAt": "2026-08-02",
      "limitations": "Regional aggregates conceal country and subnational variation; care pressure is not a direct loneliness measure.",
      "evidenceClass": "policy-intent",
      "geographies": [
        "Latin America and the Caribbean"
      ]
    }
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}
