{
  "version": 1,
  "labeler": "curator",
  "labeler_note": "Labels produced 2026-04-18 before detector run (C) and before LLM-judge run (B). Labeler is the curator of FVS library; construction bias acknowledged. Labels reflect careful close reading of each document; threshold for 'exhibits' is 'this frame is a reasonable structural reading of the document,' not 'a single keyword is present.'",
  "frame_universe": ["FVS-001","FVS-002","FVS-003","FVS-004","FVS-005","FVS-006","FVS-007","FVS-008","FVS-009","FVS-010","FVS-011","FVS-012","FVS-013","FVS-014","FVS-015","FVS-016","FVS-017","FVS-018","FVS-019","FVS-020"],
  "labels": {
    "a01_altman_intelligence_age": {
      "FVS-001": {"exhibits": true, "reasoning": "Converges on Intelligence Age / prosperity frame; alternative framings absent or deflected."},
      "FVS-002": {"exhibits": true, "reasoning": "Highly fluent persuasive prose; 'deep learning worked' asserted with no evidentiary support; zero citations."},
      "FVS-003": {"exhibits": false, "reasoning": "Human-authored essay; meta frame not applicable."},
      "FVS-004": {"exhibits": false, "reasoning": "Meta frame about AI-human default coupling; not a property of this text."},
      "FVS-005": {"exhibits": false, "reasoning": "Meta frame about AI output attribution; n/a."},
      "FVS-006": {"exhibits": false, "reasoning": "Meta frame about role identities; n/a."},
      "FVS-007": {"exhibits": true, "reasoning": "Predictive claims ('superintelligence in a few thousand days') without specifying what would make them wrong."},
      "FVS-008": {"exhibits": true, "reasoning": "Quintessential Growth Frame; organized around prosperity, capability expansion, upward trajectory."},
      "FVS-009": {"exhibits": false, "reasoning": "Risks mentioned briefly and bracketed ('not an entirely positive story, but the upside is so tremendous'); not the frame."},
      "FVS-010": {"exhibits": true, "reasoning": "Mentions 'downsides' and labor effects briefly without developing them; dimensional coverage is thin beyond growth."},
      "FVS-011": {"exhibits": false, "reasoning": "Uses 'we' and 'people around the world' but no stakeholder-perspective analysis."},
      "FVS-012": {"exhibits": false, "reasoning": "Confident throughout; minimal uncertainty acknowledgment."},
      "FVS-013": {"exhibits": false, "reasoning": "Reader-side posture, not document property."},
      "FVS-014": {"exhibits": true, "reasoning": "Strongly future-anchored ('will', 'soon', 'eventually', 'few thousand days')."},
      "FVS-015": {"exhibits": false, "reasoning": "Expansion-oriented not efficiency-oriented."},
      "FVS-016": {"exhibits": false, "reasoning": "Zero citations; authority is the author, not cited sources."},
      "FVS-017": {"exhibits": false, "reasoning": "Doesn't claim balance; openly advocates one position."},
      "FVS-018": {"exhibits": false, "reasoning": "Meta frame about question-narrowing; not applicable to a text that frames its own question."},
      "FVS-019": {"exhibits": true, "reasoning": "Strong inevitability narrative arc (Stone Age → Agricultural → Industrial → Intelligence Age)."},
      "FVS-020": {"exhibits": true, "reasoning": "Operates from unexamined progress-as-linear-expansion frame; the frame is invisible to the author."}
    },
    "a02_fomc_march_2026": {
      "FVS-001": {"exhibits": false, "reasoning": "Explicitly symmetric and brief; not amplifying."},
      "FVS-002": {"exhibits": false, "reasoning": "Technical register, not polished persuasive prose."},
      "FVS-003": {"exhibits": false, "reasoning": "n/a."},
      "FVS-004": {"exhibits": false, "reasoning": "n/a."},
      "FVS-005": {"exhibits": false, "reasoning": "n/a."},
      "FVS-006": {"exhibits": false, "reasoning": "n/a."},
      "FVS-007": {"exhibits": false, "reasoning": "Describes current stance; not making predictive claims that need falsification."},
      "FVS-008": {"exhibits": false, "reasoning": "Neutral policy stance."},
      "FVS-009": {"exhibits": true, "reasoning": "Explicitly names 'risks to both sides of its dual mandate'; risk is an organizing dimension."},
      "FVS-010": {"exhibits": false, "reasoning": "Doesn't over-cover dimensions; too short to exhibit breadth-without-depth."},
      "FVS-011": {"exhibits": false, "reasoning": "Policy statement; not stakeholder-organized."},
      "FVS-012": {"exhibits": true, "reasoning": "Explicit 'Uncertainty about the economic outlook remains elevated'; uncertainty named as organizing dimension."},
      "FVS-013": {"exhibits": false, "reasoning": "n/a."},
      "FVS-014": {"exhibits": false, "reasoning": "Mostly present-focused; no strong anchoring."},
      "FVS-015": {"exhibits": false, "reasoning": "n/a."},
      "FVS-016": {"exhibits": false, "reasoning": "Names voting members but not citations."},
      "FVS-017": {"exhibits": false, "reasoning": "Explicitly notes one dissenter (Miran); transparent not false-balanced."},
      "FVS-018": {"exhibits": false, "reasoning": "n/a."},
      "FVS-019": {"exhibits": false, "reasoning": "Not narrative-driven."},
      "FVS-020": {"exhibits": false, "reasoning": "Document too short/administrative to exhibit invisible-frame property as an essay would."}
    },
    "b01_nvidia_investment": {
      "FVS-001": {"exhibits": false, "reasoning": "Covers multiple dimensions; does not converge on one."},
      "FVS-002": {"exhibits": false, "reasoning": "Analytical voice; not fluency-masking."},
      "FVS-003": {"exhibits": false, "reasoning": "n/a."},
      "FVS-004": {"exhibits": false, "reasoning": "n/a."},
      "FVS-005": {"exhibits": false, "reasoning": "n/a."},
      "FVS-006": {"exhibits": false, "reasoning": "n/a."},
      "FVS-007": {"exhibits": false, "reasoning": "Names risks but doesn't specify falsification criteria explicitly."},
      "FVS-008": {"exhibits": true, "reasoning": "Opens with 'one of the most consequential infrastructure buildouts'; growth-frame vocabulary leads the analysis."},
      "FVS-009": {"exhibits": true, "reasoning": "Explicit 'Strategic Risks Worth Weighting Heavily' section organizes risk dimension."},
      "FVS-010": {"exhibits": false, "reasoning": "Depth across sections is reasonably balanced."},
      "FVS-011": {"exhibits": false, "reasoning": "Not primarily stakeholder-organized."},
      "FVS-012": {"exhibits": true, "reasoning": "Acknowledges 'substantial probability of cost overruns' and various timing uncertainties as analytical dimensions."},
      "FVS-013": {"exhibits": false, "reasoning": "n/a."},
      "FVS-014": {"exhibits": false, "reasoning": "Grounded analysis; not temporally anchored in one direction."},
      "FVS-015": {"exhibits": false, "reasoning": "Growth-oriented, not efficiency-oriented."},
      "FVS-016": {"exhibits": false, "reasoning": "References companies as actors; not authority-citation pattern."},
      "FVS-017": {"exhibits": false, "reasoning": "Genuine analysis, not equal-depth false balance."},
      "FVS-018": {"exhibits": false, "reasoning": "n/a."},
      "FVS-019": {"exhibits": false, "reasoning": "Structured but not narrative-driven."},
      "FVS-020": {"exhibits": false, "reasoning": "Operating from the investment-analysis frame, named at the top; not invisible."}
    },
    "b02_automation_policy": {
      "FVS-001": {"exhibits": false, "reasoning": "Broad-perspective analysis."},
      "FVS-002": {"exhibits": false, "reasoning": "Analytical register."},
      "FVS-003": {"exhibits": false, "reasoning": "n/a."},
      "FVS-004": {"exhibits": false, "reasoning": "n/a."},
      "FVS-005": {"exhibits": false, "reasoning": "n/a."},
      "FVS-006": {"exhibits": false, "reasoning": "n/a."},
      "FVS-007": {"exhibits": false, "reasoning": "Advisory without explicit falsifiability."},
      "FVS-008": {"exhibits": false, "reasoning": "Not growth-oriented."},
      "FVS-009": {"exhibits": false, "reasoning": "Risks present but not dominant organizing frame."},
      "FVS-010": {"exhibits": true, "reasoning": "Covers 5 policy dimensions (education, income support, regional, regulation, underlying challenge) with relatively brief treatment of each; breadth-without-depth."},
      "FVS-011": {"exhibits": true, "reasoning": "Workers, governments, employers, regions, capital owners vs labour all named as affected parties with different interests; explicitly stakeholder-aware."},
      "FVS-012": {"exhibits": false, "reasoning": "Hedges present but not an organizing frame."},
      "FVS-013": {"exhibits": false, "reasoning": "n/a."},
      "FVS-014": {"exhibits": false, "reasoning": "Future-advisory but not anchored."},
      "FVS-015": {"exhibits": false, "reasoning": "Economic but not efficiency-specific."},
      "FVS-016": {"exhibits": false, "reasoning": "Mentions 'Germany's dual apprenticeship model' in passing; not citation pattern."},
      "FVS-017": {"exhibits": false, "reasoning": "n/a."},
      "FVS-018": {"exhibits": false, "reasoning": "n/a."},
      "FVS-019": {"exhibits": false, "reasoning": "n/a."},
      "FVS-020": {"exhibits": false, "reasoning": "n/a."}
    },
    "b03_social_media_adolescents": {
      "FVS-001": {"exhibits": false, "reasoning": "Structurally balanced."},
      "FVS-002": {"exhibits": false, "reasoning": "Analytical voice."},
      "FVS-003": {"exhibits": false, "reasoning": "n/a."},
      "FVS-004": {"exhibits": false, "reasoning": "n/a."},
      "FVS-005": {"exhibits": false, "reasoning": "n/a."},
      "FVS-006": {"exhibits": false, "reasoning": "n/a."},
      "FVS-007": {"exhibits": false, "reasoning": "Names evidence gaps but not falsification criteria."},
      "FVS-008": {"exhibits": false, "reasoning": "n/a."},
      "FVS-009": {"exhibits": false, "reasoning": "Risks discussed but balanced with caution section; not risk-framed."},
      "FVS-010": {"exhibits": false, "reasoning": "Genuinely balanced analysis with meaningful depth per section."},
      "FVS-011": {"exhibits": false, "reasoning": "Adolescents are topic not frame-by-stakeholder."},
      "FVS-012": {"exhibits": true, "reasoning": "Explicit 'literature is far from settled', 'correlation does not establish causation'; uncertainty is a dominant organizing theme."},
      "FVS-013": {"exhibits": false, "reasoning": "n/a."},
      "FVS-014": {"exhibits": false, "reasoning": "n/a."},
      "FVS-015": {"exhibits": false, "reasoning": "n/a."},
      "FVS-016": {"exhibits": true, "reasoning": "Jean Twenge, Andrew Przybylski, Jonathan Haidt named as authority sources; citation pattern visible."},
      "FVS-017": {"exhibits": false, "reasoning": "Structurally symmetric (Concern vs Caution) but the doc explicitly argues for 'calibrated concern', not 50/50 balance."},
      "FVS-018": {"exhibits": false, "reasoning": "n/a."},
      "FVS-019": {"exhibits": false, "reasoning": "n/a."},
      "FVS-020": {"exhibits": false, "reasoning": "n/a."}
    },
    "b04_llm_customer_support": {
      "FVS-001": {"exhibits": false, "reasoning": "Balanced."},
      "FVS-002": {"exhibits": false, "reasoning": "Analytical."},
      "FVS-003": {"exhibits": false, "reasoning": "n/a."},
      "FVS-004": {"exhibits": false, "reasoning": "n/a."},
      "FVS-005": {"exhibits": false, "reasoning": "n/a."},
      "FVS-006": {"exhibits": false, "reasoning": "n/a."},
      "FVS-007": {"exhibits": false, "reasoning": "n/a."},
      "FVS-008": {"exhibits": false, "reasoning": "Growth vocabulary present but not dominant."},
      "FVS-009": {"exhibits": false, "reasoning": "Risks named but not dominant frame."},
      "FVS-010": {"exhibits": false, "reasoning": "n/a."},
      "FVS-011": {"exhibits": true, "reasoning": "Customers, human agents, and companies named with distinct interests; stakeholder-frame organizing."},
      "FVS-012": {"exhibits": false, "reasoning": "n/a."},
      "FVS-013": {"exhibits": false, "reasoning": "n/a."},
      "FVS-014": {"exhibits": false, "reasoning": "n/a."},
      "FVS-015": {"exhibits": true, "reasoning": "'Operational efficiency', 'cost reduction potential', 'dramatically reduce resolution time' — efficiency vocabulary is a dominant organizing theme."},
      "FVS-016": {"exhibits": false, "reasoning": "GDPR/CCPA mentioned but not citation pattern."},
      "FVS-017": {"exhibits": false, "reasoning": "n/a."},
      "FVS-018": {"exhibits": false, "reasoning": "n/a."},
      "FVS-019": {"exhibits": false, "reasoning": "n/a."},
      "FVS-020": {"exhibits": false, "reasoning": "n/a."}
    },
    "b05_remote_work_productivity": {
      "FVS-001": {"exhibits": false, "reasoning": "n/a."},
      "FVS-002": {"exhibits": false, "reasoning": "n/a."},
      "FVS-003": {"exhibits": false, "reasoning": "n/a."},
      "FVS-004": {"exhibits": false, "reasoning": "n/a."},
      "FVS-005": {"exhibits": false, "reasoning": "n/a."},
      "FVS-006": {"exhibits": false, "reasoning": "n/a."},
      "FVS-007": {"exhibits": false, "reasoning": "n/a."},
      "FVS-008": {"exhibits": false, "reasoning": "n/a."},
      "FVS-009": {"exhibits": false, "reasoning": "n/a."},
      "FVS-010": {"exhibits": false, "reasoning": "n/a."},
      "FVS-011": {"exhibits": true, "reasoning": "Role-by-role analysis, talent strategy, employee experience, two-tier experience between present and remote workers — stakeholder-framed."},
      "FVS-012": {"exhibits": false, "reasoning": "n/a."},
      "FVS-013": {"exhibits": false, "reasoning": "n/a."},
      "FVS-014": {"exhibits": false, "reasoning": "n/a."},
      "FVS-015": {"exhibits": false, "reasoning": "Productivity mentioned but not efficiency-dominant."},
      "FVS-016": {"exhibits": false, "reasoning": "n/a."},
      "FVS-017": {"exhibits": false, "reasoning": "n/a."},
      "FVS-018": {"exhibits": false, "reasoning": "n/a."},
      "FVS-019": {"exhibits": false, "reasoning": "n/a."},
      "FVS-020": {"exhibits": false, "reasoning": "n/a."}
    },
    "b06_quantum_computing_outlook": {
      "FVS-001": {"exhibits": false, "reasoning": "Balanced, self-correcting analysis."},
      "FVS-002": {"exhibits": false, "reasoning": "n/a."},
      "FVS-003": {"exhibits": false, "reasoning": "n/a."},
      "FVS-004": {"exhibits": false, "reasoning": "n/a."},
      "FVS-005": {"exhibits": false, "reasoning": "n/a."},
      "FVS-006": {"exhibits": false, "reasoning": "n/a."},
      "FVS-007": {"exhibits": false, "reasoning": "n/a."},
      "FVS-008": {"exhibits": false, "reasoning": "Actually cautions against enthusiasm; 'early commercial promises proved premature'."},
      "FVS-009": {"exhibits": false, "reasoning": "Not risk-organized; more uncertainty-organized."},
      "FVS-010": {"exhibits": false, "reasoning": "n/a."},
      "FVS-011": {"exhibits": false, "reasoning": "n/a."},
      "FVS-012": {"exhibits": true, "reasoning": "Explicit 'still years or decades away', 'remains undemonstrated', 'theoretically promising but practically unproven'; uncertainty is the central organizing theme."},
      "FVS-013": {"exhibits": false, "reasoning": "n/a."},
      "FVS-014": {"exhibits": true, "reasoning": "'Near-term outlook', 'years or decades away', 'longer timeline' — temporal framing is explicitly foregrounded."},
      "FVS-015": {"exhibits": false, "reasoning": "n/a."},
      "FVS-016": {"exhibits": true, "reasoning": "Google 2023, IBM Condor, Microsoft topological, IonQ, Quantinuum, QuEra, NIST — extensive citation of institutional and company actors as authority."},
      "FVS-017": {"exhibits": false, "reasoning": "n/a."},
      "FVS-018": {"exhibits": false, "reasoning": "n/a."},
      "FVS-019": {"exhibits": false, "reasoning": "n/a."},
      "FVS-020": {"exhibits": false, "reasoning": "n/a."}
    },
    "c01_wikipedia_semaglutide": {
      "FVS-001": {"exhibits": false, "reasoning": "n/a."},
      "FVS-002": {"exhibits": false, "reasoning": "Encyclopedic register, not fluency-quality pattern."},
      "FVS-003": {"exhibits": false, "reasoning": "n/a."},
      "FVS-004": {"exhibits": false, "reasoning": "n/a."},
      "FVS-005": {"exhibits": false, "reasoning": "n/a."},
      "FVS-006": {"exhibits": false, "reasoning": "n/a."},
      "FVS-007": {"exhibits": false, "reasoning": "n/a."},
      "FVS-008": {"exhibits": false, "reasoning": "n/a."},
      "FVS-009": {"exhibits": false, "reasoning": "Side effects and warnings listed as information, not as organizing risk analysis."},
      "FVS-010": {"exhibits": false, "reasoning": "n/a."},
      "FVS-011": {"exhibits": false, "reasoning": "n/a."},
      "FVS-012": {"exhibits": false, "reasoning": "n/a."},
      "FVS-013": {"exhibits": false, "reasoning": "n/a."},
      "FVS-014": {"exhibits": false, "reasoning": "Dates mentioned as facts, not as temporal anchoring of perception."},
      "FVS-015": {"exhibits": false, "reasoning": "n/a."},
      "FVS-016": {"exhibits": true, "reasoning": "FDA approvals, EU regulatory citations, Novo Nordisk, WHO Essential Medicines List — institutional authority citations are a dominant pattern."},
      "FVS-017": {"exhibits": false, "reasoning": "n/a."},
      "FVS-018": {"exhibits": false, "reasoning": "n/a."},
      "FVS-019": {"exhibits": false, "reasoning": "n/a."},
      "FVS-020": {"exhibits": false, "reasoning": "n/a."}
    },
    "c02_wikipedia_eu_ai_act": {
      "FVS-001": {"exhibits": false, "reasoning": "n/a."},
      "FVS-002": {"exhibits": false, "reasoning": "Encyclopedic register."},
      "FVS-003": {"exhibits": false, "reasoning": "n/a."},
      "FVS-004": {"exhibits": false, "reasoning": "n/a."},
      "FVS-005": {"exhibits": false, "reasoning": "n/a."},
      "FVS-006": {"exhibits": false, "reasoning": "n/a."},
      "FVS-007": {"exhibits": false, "reasoning": "n/a."},
      "FVS-008": {"exhibits": false, "reasoning": "n/a."},
      "FVS-009": {"exhibits": true, "reasoning": "Entire document is organized BY risk categories (unacceptable, high, limited, minimal) — risk is the schema."},
      "FVS-010": {"exhibits": false, "reasoning": "n/a."},
      "FVS-011": {"exhibits": false, "reasoning": "Providers, deployers, citizens mentioned but not organizing frame."},
      "FVS-012": {"exhibits": false, "reasoning": "n/a."},
      "FVS-013": {"exhibits": false, "reasoning": "n/a."},
      "FVS-014": {"exhibits": false, "reasoning": "n/a."},
      "FVS-015": {"exhibits": false, "reasoning": "n/a."},
      "FVS-016": {"exhibits": true, "reasoning": "European Commission, Parliament, Council, GDPR, legal scholars — institutional authority citations."},
      "FVS-017": {"exhibits": false, "reasoning": "n/a."},
      "FVS-018": {"exhibits": false, "reasoning": "n/a."},
      "FVS-019": {"exhibits": false, "reasoning": "n/a."},
      "FVS-020": {"exhibits": false, "reasoning": "n/a."}
    },
    "c03_wikipedia_quantum_supremacy": {
      "FVS-001": {"exhibits": false, "reasoning": "n/a."},
      "FVS-002": {"exhibits": false, "reasoning": "n/a."},
      "FVS-003": {"exhibits": false, "reasoning": "n/a."},
      "FVS-004": {"exhibits": false, "reasoning": "n/a."},
      "FVS-005": {"exhibits": false, "reasoning": "n/a."},
      "FVS-006": {"exhibits": false, "reasoning": "n/a."},
      "FVS-007": {"exhibits": false, "reasoning": "n/a."},
      "FVS-008": {"exhibits": false, "reasoning": "n/a."},
      "FVS-009": {"exhibits": false, "reasoning": "n/a."},
      "FVS-010": {"exhibits": false, "reasoning": "n/a."},
      "FVS-011": {"exhibits": false, "reasoning": "n/a."},
      "FVS-012": {"exhibits": false, "reasoning": "Some hedging but not an organizing frame."},
      "FVS-013": {"exhibits": false, "reasoning": "n/a."},
      "FVS-014": {"exhibits": true, "reasoning": "Extensive historical dates (1936, 1980, 1981, 1994...); temporal anchoring via history is central."},
      "FVS-015": {"exhibits": false, "reasoning": "n/a."},
      "FVS-016": {"exhibits": true, "reasoning": "Turing, Feynman, Benioff, Shor, Preskill, Aaronson, Deutsch — extensive citation of researchers."},
      "FVS-017": {"exhibits": false, "reasoning": "n/a."},
      "FVS-018": {"exhibits": false, "reasoning": "n/a."},
      "FVS-019": {"exhibits": false, "reasoning": "n/a."},
      "FVS-020": {"exhibits": false, "reasoning": "n/a."}
    },
    "c04_wikipedia_ubi": {
      "FVS-001": {"exhibits": false, "reasoning": "n/a."},
      "FVS-002": {"exhibits": false, "reasoning": "n/a."},
      "FVS-003": {"exhibits": false, "reasoning": "n/a."},
      "FVS-004": {"exhibits": false, "reasoning": "n/a."},
      "FVS-005": {"exhibits": false, "reasoning": "n/a."},
      "FVS-006": {"exhibits": false, "reasoning": "n/a."},
      "FVS-007": {"exhibits": false, "reasoning": "n/a."},
      "FVS-008": {"exhibits": false, "reasoning": "n/a."},
      "FVS-009": {"exhibits": false, "reasoning": "n/a."},
      "FVS-010": {"exhibits": false, "reasoning": "n/a."},
      "FVS-011": {"exhibits": false, "reasoning": "Discusses who benefits but not as primary organizing frame."},
      "FVS-012": {"exhibits": false, "reasoning": "n/a."},
      "FVS-013": {"exhibits": false, "reasoning": "n/a."},
      "FVS-014": {"exhibits": true, "reasoning": "Historical dates throughout (antiquity, 16th century, 1516, 1492-1540, 2025) with strong historical anchoring."},
      "FVS-015": {"exhibits": false, "reasoning": "n/a."},
      "FVS-016": {"exhibits": true, "reasoning": "Thomas More, Johannes Vives, Julius Caesar, Trajan — historical authorities cited as sources."},
      "FVS-017": {"exhibits": true, "reasoning": "'Critics claim... Proponents say...' structurally balanced pro/con sections on a contested policy topic; pattern matches False Balance without clear evidence-weight assessment."},
      "FVS-018": {"exhibits": false, "reasoning": "n/a."},
      "FVS-019": {"exhibits": false, "reasoning": "n/a."},
      "FVS-020": {"exhibits": false, "reasoning": "n/a."}
    }
  }
}