{ "version": 1, "labeler": "llm_judge", "labeler_note": "Claude via Anthropic API. Temperature 0.0. Fresh context per document (single-turn per doc). Prompt included FVS library reference (identification sections for all 20 frames). Produced AFTER curator labels frozen, BEFORE detector run.", "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": false, "reasoning": "This is a single authored essay, not an iterative AI refinement session, so frame amplification through successive AI iterations is not applicable." }, "FVS-002": { "exhibits": true, "reasoning": "The essay is written in polished, confident, visionary prose that substitutes rhetorical momentum for evidence, e.g., 'deep learning worked' presented as sufficient explanation for transformative claims." }, "FVS-003": { "exhibits": false, "reasoning": "The document is a human-authored essay, not an AI output, so prompt attribution error does not apply." }, "FVS-004": { "exhibits": false, "reasoning": "No AI interaction loop is present; this is a standalone human-authored manifesto." }, "FVS-005": { "exhibits": false, "reasoning": "No AI system attribution dynamics are present in this human-authored document." }, "FVS-006": { "exhibits": false, "reasoning": "No identity framing of AI roles or personas is present in the document." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure-condition framing as an analytical device; it is a forward-looking essay." }, "FVS-008": { "exhibits": true, "reasoning": "The entire essay is organized around growth, prosperity, expansion, and upward trajectory\u2014'massive prosperity,' 'expanding world,' 'positive-sum games'\u2014with the growth frame as the invisible default organizing principle." }, "FVS-009": { "exhibits": false, "reasoning": "While risks are briefly mentioned, the document does not systematically organize information around failure modes or vulnerabilities; the risk frame is not a structural feature." }, "FVS-010": { "exhibits": true, "reasoning": "The document briefly acknowledges downsides and labor market disruption in a few sentences while spending the overwhelming majority of its text on positive projections, creating a completeness illusion of balance." }, "FVS-011": { "exhibits": false, "reasoning": "The document gestures at universal benefit ('everyone's lives') but does not systematically analyze stakeholder differentiation; the absence of stakeholder analysis is not itself the stakeholder frame." }, "FVS-012": { "exhibits": true, "reasoning": "Claims like 'we will have superintelligence in a few thousand days' and 'fixing the climate' are presented with high confidence despite being speculative projections with no uncertainty quantification or acknowledgment of contested expert opinion." }, "FVS-013": { "exhibits": false, "reasoning": "The document is a human opinion essay, not AI-generated output, so the oracle frame dynamic between reader and AI does not structurally apply." }, "FVS-014": { "exhibits": true, "reasoning": "The document is strongly future-projected, using historical anchors (Stone Age, Agricultural Age, lamplighter) only as rhetorical springboards to make future prosperity feel inevitable, making present-day structural risks invisible." }, "FVS-015": { "exhibits": false, "reasoning": "While compute and energy are mentioned as inputs, the document is not organized around efficiency, optimization, or cost-reduction metrics as its primary frame." }, "FVS-016": { "exhibits": false, "reasoning": "The document makes no citations to external sources, studies, or authorities; it relies on assertion rather than citation-based credibility." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not present multiple perspectives with false equivalence; it is explicitly one-sided and does not claim to balance competing views." }, "FVS-018": { "exhibits": true, "reasoning": "The essay begins with broad claims about human history and civilization but quietly narrows to a specific thesis about deep learning scaling, treating NVIDIA-era compute scaling as the answer to humanity's future without flagging the scope reduction." }, "FVS-019": { "exhibits": true, "reasoning": "The essay constructs a seamless narrative arc from Stone Age to Intelligence Age with each paragraph reinforcing the next, producing high coherence that substitutes for evidentiary support of its speculative claims." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates entirely within a techno-optimist progress frame without naming or examining it, making alternative frames (degrowth, precautionary, distributional justice) structurally invisible to the reader." } }, "a02_fomc_march_2026": { "FVS-001": { "exhibits": false, "reasoning": "The document is a brief institutional press release with no iterative analytical refinement or deepening frame lock." }, "FVS-002": { "exhibits": true, "reasoning": "The release uses polished, authoritative institutional prose that conveys confidence ('solid pace,' 'strongly committed') without providing underlying data or sourcing for its claims." }, "FVS-003": { "exhibits": false, "reasoning": "The document is not an AI-generated output and makes no attributions about AI model behavior or identity." }, "FVS-004": { "exhibits": false, "reasoning": "The document is a formal institutional statement, not a product of human-AI prompt interaction dynamics." }, "FVS-005": { "exhibits": false, "reasoning": "No AI system attribution or layered AI system behavior is present or relevant to this document." }, "FVS-006": { "exhibits": false, "reasoning": "No identity framing or role assignment is present in this document." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure framing as an analytical or rhetorical device." }, "FVS-008": { "exhibits": false, "reasoning": "The document does not organize around growth metrics or upward trajectory; it is a neutral policy maintenance statement." }, "FVS-009": { "exhibits": true, "reasoning": "The document explicitly organizes around risks to the dual mandate, uncertainty about the economic outlook, and Middle East geopolitical risks, foregrounding what could go wrong." }, "FVS-010": { "exhibits": true, "reasoning": "The release mentions both sides of the dual mandate and multiple risk factors in brief clauses, creating an appearance of comprehensive coverage while providing no substantive analysis of any dimension." }, "FVS-011": { "exhibits": false, "reasoning": "The document does not analyze stakeholder impacts, costs, or beneficiaries; it is a policy decision announcement without a stakeholder lens." }, "FVS-012": { "exhibits": true, "reasoning": "The document explicitly foregrounds uncertainty ('uncertainty about the economic outlook remains elevated,' 'implications...are uncertain') as a structural organizing feature of the statement." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as an oracle and is a formal institutional release, not an AI output inviting oracle-mode reading." }, "FVS-014": { "exhibits": true, "reasoning": "The document is present-focused ('recent months,' 'incoming data,' 'evolving outlook'), treating the current moment as the complete picture while making historical context and longer-term structural trends invisible." }, "FVS-015": { "exhibits": false, "reasoning": "The document does not frame monetary policy in terms of efficiency, optimization, or productivity metrics." }, "FVS-016": { "exhibits": false, "reasoning": "The document makes no citations to external data, studies, or authorities beyond its own institutional voice." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not present competing perspectives with false equivalence; the one dissent (Miran) is noted factually without manufactured balance." }, "FVS-018": { "exhibits": false, "reasoning": "The document maintains a consistent scope throughout\u2014U.S. monetary policy and the federal funds rate\u2014without narrowing from a broader original question." }, "FVS-019": { "exhibits": true, "reasoning": "The release constructs a highly coherent narrative arc (conditions \u2192 mandate \u2192 decision \u2192 monitoring \u2192 commitment) that flows logically but omits contradictory data points or the basis for its economic characterizations." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates from an implicit institutional stability frame\u2014presenting rate maintenance as the natural, balanced response\u2014without surfacing that frame or the alternative frames (e.g., Miran's easing frame) as legitimate competing interpretations." } }, "b01_nvidia_investment": { "FVS-001": { "exhibits": false, "reasoning": "The document does not show iterative refinement within a locked frame; it presents a single-pass analysis without evidence of compounding convergence." }, "FVS-002": { "exhibits": true, "reasoning": "The document is polished and confident ('genuinely compelling,' 'arguably the deepest software moat') with no sourcing for specific claims like the $150B projection or 70% gross margin figure." }, "FVS-003": { "exhibits": false, "reasoning": "The document makes no reference to AI model identity or prompt attribution; it is a business analysis, not a meta-discussion of AI behavior." }, "FVS-004": { "exhibits": false, "reasoning": "There is no visible loop of human defaults meeting AI compliance; the document does not exhibit the bilateral narrowing pattern." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not discuss or attribute AI system behavior to any layer; it is a market analysis, not a reflection on AI output production." }, "FVS-006": { "exhibits": false, "reasoning": "No identity or role framing is present in the document; it does not assign or discuss personas." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure-condition framing as an analytical lever; it describes risks narratively rather than specifying failure criteria." }, "FVS-008": { "exhibits": true, "reasoning": "The document is organized around market opportunity, growth projections, and upside potential, with risks treated as secondary considerations to the core growth narrative." }, "FVS-009": { "exhibits": true, "reasoning": "A dedicated section explicitly weights strategic risks including compute demand compression, geopolitical constraints, and market consolidation, functioning as a genuine risk frame." }, "FVS-010": { "exhibits": true, "reasoning": "Risks are mentioned in one short section while market opportunity, competitive dynamics, and financial upside receive substantially more analytical depth, creating an imbalance despite nominal coverage of both." }, "FVS-011": { "exhibits": false, "reasoning": "The document does not examine who bears costs or benefits beyond the investor/company perspective, but it does not claim to represent multiple stakeholders either; the omission is unremarked rather than structurally framed." }, "FVS-012": { "exhibits": true, "reasoning": "Specific claims like '$150 billion annually by mid-decade' and '70% gross margins' are presented as near-facts without confidence intervals, sourcing, or acknowledgment of contested forecasts." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as an oracle or explicitly claim authoritative finality; it uses hedged language like 'likely' and 'could exceed.'" }, "FVS-014": { "exhibits": true, "reasoning": "The document is future-projected, anchoring analysis on 2026 forecasts and multi-year timelines while treating current NVIDIA dominance as a stable baseline, making structural disruptions to that baseline less visible." }, "FVS-015": { "exhibits": false, "reasoning": "The document does not organize around efficiency, cost reduction, or optimization metrics; it is framed around investment returns and competitive positioning." }, "FVS-016": { "exhibits": true, "reasoning": "The document references AMD, Google TPUs, Amazon Trainium, and TSMC as citation-like anchors that lend credibility without verifying specific claims attached to them." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not present false balance; it explicitly weights NVIDIA's position as dominant and treats alternative entrants as bounded rather than equally viable." }, "FVS-018": { "exhibits": true, "reasoning": "The document begins with the broad AI accelerator market but narrows progressively to the specific thesis of 'captive ecosystem advantage,' treating that narrower frame as if it answers the original broad question." }, "FVS-019": { "exhibits": true, "reasoning": "The document tells a coherent story from market context through competitive dynamics to financial profile to risks to conclusion, with each section reinforcing the prior, creating narrative flow that feels like analytical rigor." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates from an investor/growth frame without naming it as a frame; the perspective of the analysis (shareholder value, market capture) is invisible and treated as the neutral default." } }, "b02_automation_policy": { "FVS-001": { "exhibits": false, "reasoning": "The document does not show iterative refinement within a single locked frame; it surveys multiple policy dimensions without deepening one analytical frame at the expense of others." }, "FVS-002": { "exhibits": true, "reasoning": "The document is polished and confident in tone with no citations, sourcing, or epistemic hedging on empirical claims, relying on fluency to convey authority." }, "FVS-003": { "exhibits": false, "reasoning": "The document makes no attributions about AI model identity or behavior; it is a policy analysis document, not a meta-commentary on AI systems." }, "FVS-004": { "exhibits": false, "reasoning": "The document does not exhibit the bilateral comfort-compliance loop; it actively challenges default assumptions by raising UBI and robot taxes as serious options." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not discuss AI system layers or attribute AI behavior to any source; it is a standalone policy analysis." }, "FVS-006": { "exhibits": false, "reasoning": "No identity or role framing is applied to any actor in the document; the frame is inapplicable to this policy text." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure-condition framing as an analytical lever; it describes policy options without specifying what would constitute analytical failure." }, "FVS-008": { "exhibits": false, "reasoning": "The document does not organize around growth metrics or upward trajectory; it centers on displacement, vulnerability, and structural adjustment rather than expansion." }, "FVS-009": { "exhibits": true, "reasoning": "The document is substantially organized around what could go wrong\u2014dependency traps, geographic decline cycles, narrow capital capture of gains\u2014making risk the dominant analytical lens." }, "FVS-010": { "exhibits": true, "reasoning": "The document covers multiple policy dimensions (education, income, regional, regulation) but treats each briefly, creating an appearance of comprehensive coverage without deep analysis of any single dimension." }, "FVS-011": { "exhibits": true, "reasoning": "The document explicitly raises the 'for whom' question, distinguishing capital owners from labour and noting that displaced workers and regional communities bear disproportionate costs." }, "FVS-012": { "exhibits": true, "reasoning": "The document acknowledges uncertainty in places (UBI is 'politically contentious,' robot taxes are 'economically controversial') but presents many claims\u2014such as the effectiveness of retraining or regional investment\u2014without surfacing the thin or contested evidence base behind them." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as an oracle or use language that reinforces uncritical reader deference; it hedges on contested proposals and acknowledges complexity." }, "FVS-014": { "exhibits": false, "reasoning": "The document does not anchor strongly to a single temporal orientation; it balances immediate welfare concerns with longer-term structural transformation without privileging past data or future projections exclusively." }, "FVS-015": { "exhibits": false, "reasoning": "The document does not frame automation policy as an optimization or efficiency problem; it centers on equity, distribution, and social protection rather than productivity maximization." }, "FVS-016": { "exhibits": false, "reasoning": "The document makes one named reference (Germany's dual apprenticeship model) but does not use citation-like language to manufacture false authority; it is largely assertion-based without pretending to cite evidence." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not give equal weight to fringe and mainstream positions; it presents robot taxes and UBI as contested but worthy of analysis, which is an accurate characterization of their status in policy discourse." }, "FVS-018": { "exhibits": false, "reasoning": "The document maintains its stated broad scope\u2014government policy responses to structural unemployment from automation\u2014throughout without narrowing to a specific sub-case." }, "FVS-019": { "exhibits": true, "reasoning": "The document tells a highly coherent story with a clear problem-response-synthesis arc, where each section flows logically into the next, creating narrative confidence that is not grounded in cited evidence." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates implicitly from a social-democratic policy frame (state intervention, redistribution, collective bargaining) without naming or examining that frame as a frame, making its assumptions invisible to the reader." } }, "b03_social_media_adolescents": { "FVS-001": { "exhibits": false, "reasoning": "The document does not show iterative refinement within a single locked frame; it explicitly examines multiple competing frames and researchers." }, "FVS-002": { "exhibits": true, "reasoning": "The prose is polished and confident throughout, and claims about effect sizes and mechanisms are stated fluently without direct citation verification or sourcing links." }, "FVS-003": { "exhibits": false, "reasoning": "The document does not discuss AI model identity or prompt attribution; it is about adolescent mental health research." }, "FVS-004": { "exhibits": false, "reasoning": "No evidence of bilateral human-AI default loop narrowing; the document actively surfaces competing perspectives rather than settling into a comfortable default." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not involve AI system attribution or invisible layers of AI interaction." }, "FVS-006": { "exhibits": false, "reasoning": "No role or identity framing is applied to an AI system in this document." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure framing as a structural device to constrain output specificity." }, "FVS-008": { "exhibits": false, "reasoning": "The document is not organized around growth metrics or market expansion; it is a public health analysis." }, "FVS-009": { "exhibits": true, "reasoning": "The 'Case for Concern' and 'Reasons for Caution' sections systematically examine failure modes, vulnerabilities, and conditions under which the positive (no-harm) narrative breaks." }, "FVS-010": { "exhibits": true, "reasoning": "The document covers multiple analytical dimensions (causation, context, policy) but the 'Reasons for Caution' section is notably thinner in analytical depth than the concern-side, creating an illusion of balance through category coverage rather than equal analytical weight." }, "FVS-011": { "exhibits": false, "reasoning": "The document does not systematically examine who benefits or bears costs across stakeholder groups; it focuses on adolescents as a population without disaggregating platform interests, parents, or policymakers as distinct stakeholders with competing interests." }, "FVS-012": { "exhibits": true, "reasoning": "The document explicitly surfaces uncertainty \u2014 noting unsettled science, unreliable self-report measures, and the limits of correlational evidence \u2014 making the uncertainty frame a visible organizing feature." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as authoritative oracle knowledge; it explicitly hedges conclusions and calls for further research." }, "FVS-014": { "exhibits": true, "reasoning": "The document anchors primarily to the post-2012 period as the defining temporal lens, making pre-smartphone adolescent mental health baselines and longer historical cycles of moral panic about youth media largely invisible." }, "FVS-015": { "exhibits": false, "reasoning": "The document does not organize information around efficiency, cost reduction, or optimization metrics." }, "FVS-016": { "exhibits": true, "reasoning": "The document names Twenge, Przybylski, and Haidt with specific claims attached but provides no actual citations, creating citation-like authority through name-dropping without verifiable sourcing." }, "FVS-017": { "exhibits": true, "reasoning": "The document gives roughly equal structural weight to the concern camp (Twenge, Haidt) and the skeptic camp (Przybylski) without clearly adjudicating the relative evidentiary strength of each position, producing structural balance that may not reflect epistemic balance." }, "FVS-018": { "exhibits": false, "reasoning": "The document maintains its broad framing question throughout and does not visibly narrow to a specific sub-question while pretending to answer the original." }, "FVS-019": { "exhibits": true, "reasoning": "The document tells a highly coherent four-part narrative arc (concern \u2192 caution \u2192 context \u2192 balanced conclusion) that flows logically but whose coherence is an architectural property of the writing rather than a reflection of the actual contested state of the evidence." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates from an implicit 'calibrated moderate expert' frame that is never named or examined \u2014 it presents itself as the reasonable middle while the frame itself (what counts as calibrated, who the implied audience is, what policy defaults are assumed) remains invisible." } }, "b04_llm_customer_support": { "FVS-001": { "exhibits": false, "reasoning": "The document does not show iterative refinement within a single locked frame; it explicitly presents competing frames (for/against) without deepening one at the expense of the other." }, "FVS-002": { "exhibits": true, "reasoning": "The document is polished and fluent with confident assertions (e.g., 'The cost reduction potential is significant') but provides no sourced evidence, data, or citations to substantiate its claims." }, "FVS-003": { "exhibits": false, "reasoning": "The document does not discuss AI model identity or attribute behaviors to specific models; it is a general analysis of LLM deployment." }, "FVS-004": { "exhibits": false, "reasoning": "The document does not exhibit the bilateral comfort-compliance loop; it actively pushes against a simple default by recommending staged deployment over binary adoption." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not discuss AI system layers or attribute behaviors to model vs. infrastructure; it is a strategic deployment analysis." }, "FVS-006": { "exhibits": false, "reasoning": "The document does not involve identity framing or role assignment in AI interaction; it is a business strategy document." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure framing as a structural device to constrain output; it uses a balanced pro/con structure instead." }, "FVS-008": { "exhibits": true, "reasoning": "The 'Case For Deployment' section foregrounds operational efficiency, cost reduction, and volume handling as primary value drivers, reflecting a default growth/efficiency frame even while the document attempts balance." }, "FVS-009": { "exhibits": true, "reasoning": "The 'Case For Caution' section explicitly organizes around failure modes\u2014hallucination, emotional intelligence gaps, data privacy\u2014making the risk frame structurally visible as one of two organizing pillars." }, "FVS-010": { "exhibits": true, "reasoning": "The document covers multiple dimensions (efficiency, risk, ethics, privacy) but treats each briefly in a few sentences, creating an appearance of completeness without substantive depth in any single area." }, "FVS-011": { "exhibits": false, "reasoning": "The document does not systematically analyze stakeholder perspectives; it implicitly defaults to the company's perspective throughout without naming or examining other stakeholders such as workers displaced or customers with accessibility needs." }, "FVS-012": { "exhibits": false, "reasoning": "The document acknowledges some uncertainty (e.g., 'when implemented well') but does not structurally organize around what is unknown or contested; claims are presented with moderate confidence without surfacing evidence gaps." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as authoritative oracle-style knowledge; its hedged language ('most defensible approach,' 'generally respond better') does not strongly reinforce oracle-reader dynamics." }, "FVS-014": { "exhibits": false, "reasoning": "The document is present-focused on current LLM capabilities and does not anchor analysis in a specific temporal orientation that hides others." }, "FVS-015": { "exhibits": true, "reasoning": "The efficiency frame is prominent in the 'Case For Deployment' section, which leads with volume handling, cost reduction, resolution time, and freeing human agents\u2014classic efficiency framing\u2014without examining who bears the cost of those efficiencies." }, "FVS-016": { "exhibits": false, "reasoning": "The document makes no citations, does not name studies or data sources, and does not use citation-like language to manufacture credibility." }, "FVS-017": { "exhibits": true, "reasoning": "The document gives roughly equal structural weight to 'The Case For' and 'The Case Against' without differentiating the evidentiary strength of claims on each side, producing structural balance that may not reflect epistemic balance." }, "FVS-018": { "exhibits": false, "reasoning": "The document maintains its stated scope\u2014LLM deployment in customer support\u2014throughout without narrowing to a specific sub-question." }, "FVS-019": { "exhibits": true, "reasoning": "The document tells a coherent, well-structured story (appeal \u2192 risks \u2192 balanced path \u2192 conclusion) where the narrative flow itself creates an impression of analytical rigor independent of whether the underlying claims are verified." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates from an implicit 'responsible adoption' frame that treats staged deployment as the obvious correct answer, but never surfaces or examines this frame as a frame\u2014it is invisible to the reader." } }, "b05_remote_work_productivity": { "FVS-001": { "exhibits": false, "reasoning": "The document does not show iterative refinement within a single locked frame; it covers multiple dimensions (productivity, culture, cost, talent) without deepening one frame at the expense of others." }, "FVS-002": { "exhibits": true, "reasoning": "The document is polished, confident, and fluent throughout but offers no empirical sourcing, data citations, or evidence for its claims, relying entirely on smooth prose to convey authority." }, "FVS-003": { "exhibits": false, "reasoning": "The document makes no reference to AI models, prompts, or model identity attribution." }, "FVS-004": { "exhibits": false, "reasoning": "The document does not exhibit a bilateral human-AI default loop; it is a standalone advisory piece without interactive or iterative prompt dynamics." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not discuss AI system layers or attribute behavior to any AI system." }, "FVS-006": { "exhibits": false, "reasoning": "No role or identity framing is assigned or discussed in the document." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure-condition framing as an analytical lever; it frames recommendations positively." }, "FVS-008": { "exhibits": false, "reasoning": "The document does not default to a growth narrative; it explicitly frames remote work as neither universally beneficial nor harmful and balances multiple considerations." }, "FVS-009": { "exhibits": false, "reasoning": "While the document mentions risks (culture erosion, cohesion, managerial complexity), it does not systematically organize around failure modes or treat risk as the dominant analytical lens." }, "FVS-010": { "exhibits": true, "reasoning": "The document covers multiple expected dimensions (productivity, culture, cost, talent, accountability) but treats each in a single short paragraph, creating an illusion of comprehensive analysis without substantive depth in any area." }, "FVS-011": { "exhibits": false, "reasoning": "The document consistently addresses the company/leadership perspective and briefly mentions employees, but does not systematically examine whose interests are served or excluded across stakeholder groups." }, "FVS-012": { "exhibits": false, "reasoning": "The document does not surface uncertainty about its claims; it presents recommendations with consistent confidence without flagging contested evidence or knowledge gaps." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not explicitly position itself as authoritative oracle-style knowledge; it uses hedged advisory language ('should,' 'perhaps') rather than declarative authority." }, "FVS-014": { "exhibits": false, "reasoning": "The document is present-focused and does not anchor analysis in a specific temporal orientation that hides others; it treats remote work as a current ongoing decision." }, "FVS-015": { "exhibits": false, "reasoning": "The document does not organize around efficiency, cost reduction, or optimization as its primary frame; it explicitly balances multiple considerations including culture and talent." }, "FVS-016": { "exhibits": false, "reasoning": "The document makes no citations, references no studies or authorities, and does not use citation-like language to manufacture credibility." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not present competing perspectives with artificially equal weight; it takes a clear position that role-specific analysis should govern policy." }, "FVS-018": { "exhibits": true, "reasoning": "The document begins with the broad question of evaluating remote work policies but narrows to a company-centric, managerial perspective without acknowledging that employee, societal, or labor-market dimensions were excluded from scope." }, "FVS-019": { "exhibits": true, "reasoning": "The document tells a highly coherent story with a logical progression (data \u2192 culture \u2192 cost \u2192 accountability \u2192 recommendation) that feels authoritative but is unsupported by any empirical evidence, making coherence a substitute for epistemic grounding." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates from an implicit managerial-efficiency-and-talent frame without naming it, making the frame invisible to the reader who may accept it as neutral analytical guidance." } }, "b06_quantum_computing_outlook": { "FVS-001": { "exhibits": false, "reasoning": "The document does not show iterative frame refinement; it actively questions the dominant hype frame rather than deepening within it." }, "FVS-002": { "exhibits": true, "reasoning": "The prose is polished and confident, and while it gestures at uncertainty, specific claims (e.g., 'hundreds to thousands of physical qubits') are stated without sourcing or epistemic qualification." }, "FVS-003": { "exhibits": false, "reasoning": "The document makes no attributions about AI model identity or behavior; it is about quantum computing." }, "FVS-004": { "exhibits": false, "reasoning": "There is no evidence of a human-AI prompt loop narrowing the analysis; the document engages critically with the field's hype." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not discuss AI system behavior or attribute outputs to model layers." }, "FVS-006": { "exhibits": false, "reasoning": "No identity or role framing is present in the document." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure framing as an analytical device; it describes the field's challenges descriptively." }, "FVS-008": { "exhibits": false, "reasoning": "The document explicitly resists the growth frame, noting that 'genuine quantum advantage remains largely undemonstrated' and that 'revolution is not yet imminent.'" }, "FVS-009": { "exhibits": true, "reasoning": "The document is organized substantially around what could go wrong or remains unresolved: error rates, qubit quality gaps, timeline overestimates, and cryptographic threats." }, "FVS-010": { "exhibits": true, "reasoning": "The document covers multiple dimensions (hardware, error correction, applications, investment) but gives only one sentence to quantum optimization and ML applications, creating an illusion of completeness while those areas are barely analyzed." }, "FVS-011": { "exhibits": false, "reasoning": "The document does not examine who bears costs or benefits from quantum computing development; stakeholder perspectives are entirely absent." }, "FVS-012": { "exhibits": true, "reasoning": "The document surfaces genuine uncertainty (e.g., 'years or decades away,' 'experimentally early-stage') but still presents specific quantitative claims like 'hundreds to thousands of physical qubits' without confidence intervals or source attribution." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as an oracle; it uses hedged language ('cautiously describe,' 'honest assessment') that invites skepticism rather than deference." }, "FVS-014": { "exhibits": true, "reasoning": "The document is predominantly present-focused with a near-term forward projection, making the longer historical arc of quantum computing hype cycles largely invisible." }, "FVS-015": { "exhibits": false, "reasoning": "The document does not organize around efficiency, cost reduction, or productivity metrics; it focuses on scientific and technical progress." }, "FVS-016": { "exhibits": true, "reasoning": "Google's 2023 claim, IBM's Condor processor, NIST standardization, and Microsoft's topological qubit work are cited by name without verifiable sourcing, creating an impression of evidence through citation-like language." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not give equal weight to unequal positions; it explicitly distinguishes credible milestones from hype and notes which applications are 'unproven.'" }, "FVS-018": { "exhibits": true, "reasoning": "The document begins with 'the state of quantum computing' but narrows primarily to gate-based superconducting and a few named hardware platforms, leaving quantum annealing, photonic computing, and other subfields largely unaddressed." }, "FVS-019": { "exhibits": true, "reasoning": "The document tells a coherent arc\u2014NISQ era, error correction challenge, near-term applications, honest outlook\u2014that flows logically but whose coherence may mask the thinness of sourcing for specific technical claims." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates from an implicit 'sober realism' frame that treats cautious skepticism as the neutral default, without acknowledging that this framing itself excludes certain optimistic or critical-theory perspectives on the field." } }, "c01_wikipedia_semaglutide": { "FVS-001": { "exhibits": false, "reasoning": "The document is a factual reference entry, not an iterative analytical argument that deepens within a single frame." }, "FVS-002": { "exhibits": false, "reasoning": "The document is a structured medical reference with citations implied by Wikipedia conventions; fluency does not substitute for sourcing here in a misleading way." }, "FVS-003": { "exhibits": false, "reasoning": "The document makes no attributions about AI model identity or behavior." }, "FVS-004": { "exhibits": false, "reasoning": "The document is a static encyclopedia article, not an AI interaction loop exhibiting default geometry." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not involve AI system attribution at any level." }, "FVS-006": { "exhibits": false, "reasoning": "No identity framing or role assignment is present in the document." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure framing as an analytical or rhetorical device." }, "FVS-008": { "exhibits": false, "reasoning": "The document is a clinical/pharmacological reference and does not organize information around growth metrics or market expansion narratives." }, "FVS-009": { "exhibits": true, "reasoning": "The side effects, contraindications, boxed warning for thyroid tumors, and weight regain data after stopping treatment collectively organize a meaningful portion of the document around risk and failure conditions." }, "FVS-010": { "exhibits": false, "reasoning": "The document covers medical uses, side effects, contraindications, and mechanism with roughly proportional depth; no single frame dominates while others are merely mentioned." }, "FVS-011": { "exhibits": false, "reasoning": "The document does not analyze stakeholder perspectives, costs, or benefits across different affected populations; it is a clinical reference, not a stakeholder analysis." }, "FVS-012": { "exhibits": true, "reasoning": "The document explicitly flags uncertainty in at least one place ('It is unknown whether semaglutide causes thyroid C-cell tumors in humans') and notes that the pancreatitis risk was 'suspected' but not confirmed, surfacing the gap between suspicion and evidence." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as an oracle; it is a standard encyclopedia article and does not explicitly claim authoritative finality in a way that reinforces oracle-reader dynamics." }, "FVS-014": { "exhibits": false, "reasoning": "The document uses a mix of past approval dates and present clinical guidance without anchoring the reader's perception of time in a distorting way." }, "FVS-015": { "exhibits": false, "reasoning": "The document does not frame semaglutide in terms of efficiency, cost reduction, or productivity optimization." }, "FVS-016": { "exhibits": false, "reasoning": "The document references a 2019 meta-analysis and FDA actions as real, traceable sources; no fabricated or misattributed citations are evident." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not present competing perspectives on semaglutide's efficacy or safety with false equivalence; it reports clinical findings and regulatory decisions without manufacturing artificial balance." }, "FVS-018": { "exhibits": false, "reasoning": "The document maintains its stated scope (semaglutide as a medication) throughout without narrowing to a sub-question while pretending to answer the original." }, "FVS-019": { "exhibits": false, "reasoning": "The document is organized as a reference article with discrete sections rather than a coherent narrative arc that could substitute for factual accuracy." }, "FVS-020": { "exhibits": false, "reasoning": "The document operates from a transparent clinical-reference frame (approved uses, side effects, mechanism) that is explicitly named by its structure rather than invisible." } }, "c02_wikipedia_eu_ai_act": { "FVS-001": { "exhibits": false, "reasoning": "The document does not iteratively refine a single analytical frame; it presents regulatory provisions descriptively across multiple categories." }, "FVS-002": { "exhibits": false, "reasoning": "The document is a factual Wikipedia article with encyclopedic tone; fluency is moderate and does not mask substantive analytical claims." }, "FVS-003": { "exhibits": false, "reasoning": "The document does not discuss AI model identity or attribute behaviors to specific models; it is a policy regulation summary." }, "FVS-004": { "exhibits": false, "reasoning": "The document does not exhibit bilateral human-AI default reinforcement loops; it is a static encyclopedic description of legislation." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not discuss AI system attribution or the layers producing AI behavior; it describes regulatory law." }, "FVS-006": { "exhibits": false, "reasoning": "The document makes no reference to identity framing or role assignment in AI interactions." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure framing as an analytical device; it describes regulatory risk categories neutrally." }, "FVS-008": { "exhibits": false, "reasoning": "The document does not organize information around growth metrics or market expansion; it is structured around regulatory risk tiers." }, "FVS-009": { "exhibits": true, "reasoning": "The entire regulatory framework is organized around risk identification and harm prevention, systematically examining what could go wrong with AI applications." }, "FVS-010": { "exhibits": false, "reasoning": "The document covers regulatory dimensions (risk categories, governance, enforcement) with roughly proportional depth rather than creating a false sense of completeness." }, "FVS-011": { "exhibits": true, "reasoning": "The document explicitly addresses who is affected (citizens, providers, deployers, fundamental rights holders) and includes Fundamental Rights Impact Assessments as a structural element." }, "FVS-012": { "exhibits": false, "reasoning": "The document presents regulatory provisions as established law rather than contested projections, and does not suppress uncertainty about empirical claims." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as an oracle; it is a descriptive Wikipedia article with standard encyclopedic hedging." }, "FVS-014": { "exhibits": true, "reasoning": "The document is predominantly present- and near-future anchored (provisions entering force over 6\u201336 months), with minimal historical context on AI development, making longer-term trajectories invisible." }, "FVS-015": { "exhibits": false, "reasoning": "The document does not frame AI regulation through an efficiency or optimization lens; it centers on rights, safety, and risk." }, "FVS-016": { "exhibits": false, "reasoning": "The document references the European Parliamentary Research Service and stakeholder consultations in passing, but does not rely on citation-as-credibility as a structural device." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not present competing perspectives on the AI Act's merits with false equivalence; it describes the regulation's provisions factually." }, "FVS-018": { "exhibits": true, "reasoning": "The document begins with broad EU AI regulation framing but narrows progressively to specific provisions (GPAI, FRIA, training compute thresholds), with the broader societal and geopolitical context largely absent." }, "FVS-019": { "exhibits": true, "reasoning": "The document presents a coherent narrative arc from proposal to passage to tiered risk framework, with each element flowing logically, which may obscure contested legislative compromises and implementation uncertainties." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates implicitly from a compliance/product-safety regulatory frame without naming it as a frame, making alternative framings (e.g., innovation suppression, civil liberties, geopolitical competition) invisible." } }, "c03_wikipedia_quantum_supremacy": { "FVS-001": { "exhibits": false, "reasoning": "The document does not show iterative refinement within a single converging frame; it presents multiple historical milestones and competing concepts without deepening one analytical frame." }, "FVS-002": { "exhibits": false, "reasoning": "The prose is clear but technical and encyclopedic, not unusually polished or confidence-projecting in a way that masks substantive weakness." }, "FVS-003": { "exhibits": false, "reasoning": "The document makes no attributions about AI model identity or behavior; it is a technical Wikipedia article on quantum computing." }, "FVS-004": { "exhibits": false, "reasoning": "There is no AI interaction loop or prompt-response dynamic present in this document." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not involve AI system attribution; it is a factual encyclopedia article." }, "FVS-006": { "exhibits": false, "reasoning": "No identity or role framing is present in this document." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure framing as an analytical or rhetorical device." }, "FVS-008": { "exhibits": false, "reasoning": "The document explicitly notes quantum supremacy has 'relatively little immediate bearing on future commercial viability,' actively resisting a pure growth frame." }, "FVS-009": { "exhibits": true, "reasoning": "The document explicitly surfaces risk and instability, noting quantum supremacy 'may be temporary or unstable' due to unpredictable improvements in classical computing, and places achievements 'under significant scrutiny.'" }, "FVS-010": { "exhibits": false, "reasoning": "The document is a short encyclopedic overview and does not claim comprehensive coverage while actually concentrating weight in one frame." }, "FVS-011": { "exhibits": false, "reasoning": "The document does not organize around stakeholder perspectives or ask 'for whom'; it is a technical definitional and historical account." }, "FVS-012": { "exhibits": true, "reasoning": "The document explicitly acknowledges uncertainty, noting that quantum supremacy 'may be temporary or unstable' due to 'unpredictable possible improvements in classical computers and algorithms,' surfacing the gap between claimed achievements and their durability." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as an oracle; it is a Wikipedia article with standard encyclopedic hedging and does not exhibit authoritative posturing beyond normal reference-text conventions." }, "FVS-014": { "exhibits": true, "reasoning": "The document is heavily past-anchored, organizing the narrative through a chronological history from 1936 to the 21st century, using historical milestones as the primary lens for understanding the current state of quantum supremacy." }, "FVS-015": { "exhibits": false, "reasoning": "The document does not organize around efficiency, cost reduction, or optimization metrics; it focuses on computational complexity and scientific milestones." }, "FVS-016": { "exhibits": false, "reasoning": "The document cites real, named researchers and papers (Turing, Feynman, Shor, Grover) in a manner consistent with encyclopedic sourcing rather than fabricated or misattributed citation." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not present competing perspectives with artificially equal weight; it describes a technical concept and its history without manufacturing false balance between unequal positions." }, "FVS-018": { "exhibits": true, "reasoning": "The document begins with the broad concept of quantum supremacy but the visible text narrows progressively to specific historical milestones and particular algorithms, with the '21st century' section cut off, suggesting scope narrowing in progress." }, "FVS-019": { "exhibits": true, "reasoning": "The document constructs a coherent linear narrative from Turing (1936) through Feynman, Deutsch, Shor, and Grover, presenting the history of quantum computing as a smooth progression toward supremacy, which creates narrative coherence that may overstate the linearity of actual scientific development." }, "FVS-020": { "exhibits": false, "reasoning": "The document's primary frame (technical-historical encyclopedic overview) is relatively visible and named by its Wikipedia context, rather than being an invisible organizing assumption." } }, "c04_wikipedia_ubi": { "FVS-001": { "exhibits": false, "reasoning": "The document does not converge on a single analytical frame with increasing sophistication; it presents multiple perspectives on UBI without deepening one frame iteratively." }, "FVS-002": { "exhibits": false, "reasoning": "The Wikipedia article uses neutral, encyclopedic prose rather than polished persuasive fluency, and it explicitly flags contested claims rather than presenting them confidently." }, "FVS-003": { "exhibits": false, "reasoning": "This is a Wikipedia article, not an AI-generated output, so prompt attribution dynamics are not structurally present." }, "FVS-004": { "exhibits": false, "reasoning": "No bilateral human-AI default loop is present; the document is a static encyclopedia entry not shaped by iterative prompting." }, "FVS-005": { "exhibits": false, "reasoning": "System attribution error concerns AI interaction layers, which are not relevant to this Wikipedia article." }, "FVS-006": { "exhibits": false, "reasoning": "Identity framing asymmetry is an AI interaction mechanism not applicable to this static encyclopedia document." }, "FVS-007": { "exhibits": false, "reasoning": "Failure framing as a prompt-engineering mechanism is not structurally present in this document." }, "FVS-008": { "exhibits": false, "reasoning": "The document does not organize information around growth metrics or upward trajectory; it presents UBI neutrally across historical, economic, and political dimensions." }, "FVS-009": { "exhibits": false, "reasoning": "While the document mentions critics' concerns about financial feasibility and reduced work incentives, it does not systematically organize around risk as a dominant frame." }, "FVS-010": { "exhibits": true, "reasoning": "The document covers multiple analytical dimensions (history, proponents, critics, examples) but the treatment of each is shallow\u2014critics and proponents are summarized in a single paragraph each\u2014creating a completeness illusion without substantive depth." }, "FVS-011": { "exhibits": true, "reasoning": "The document briefly mentions who benefits and who bears costs but defaults to a general population-level perspective without systematically analyzing which specific stakeholder groups (workers, employers, governments, marginalized communities) are differentially affected." }, "FVS-012": { "exhibits": false, "reasoning": "The document explicitly acknowledges contested claims (e.g., 'critics claim,' 'proponents say,' 'no country has implemented a full UBI') and does not present uncertain projections as established facts." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as authoritative oracle knowledge; Wikipedia's neutral point of view framing and explicit attribution of claims to 'critics' and 'proponents' discourages oracle-mode reading." }, "FVS-014": { "exhibits": true, "reasoning": "The document is notably past-anchored, spending significant space on antiquity and 16th-century history, which frames UBI as a long-debated idea rather than foregrounding present-day empirical evidence or future projections." }, "FVS-015": { "exhibits": false, "reasoning": "The efficiency frame is not dominant; the document does not organize UBI primarily around cost reduction, optimization, or productivity metrics." }, "FVS-016": { "exhibits": false, "reasoning": "The document cites specific historical figures and events (Caesar, Thomas More, Vives) with attributed claims rather than using citation-like language to manufacture false authority." }, "FVS-017": { "exhibits": true, "reasoning": "The document gives roughly equal paragraph space to proponents and critics of UBI without weighting claims by their evidentiary support, treating contested economic projections on both sides as structurally equivalent." }, "FVS-018": { "exhibits": true, "reasoning": "The article begins with the broad question of UBI globally but the historical section narrows quickly to Western European and Roman examples, leaving non-Western historical contexts largely invisible without signaling the narrowing." }, "FVS-019": { "exhibits": true, "reasoning": "The document constructs a coherent narrative arc from antiquity through the Industrial Revolution to AI-driven automation debates, creating a smooth historical progression that implies inevitability without surfacing the discontinuities or contested interpretations in that history." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates from an implicit liberal-democratic welfare-state frame (treating UBI as a 'social welfare proposal' evaluated by labor market and fiscal criteria) without naming or examining that frame as one of several possible organizing perspectives." } }, "a03_pg_how_to_do_great_work": { "FVS-001": { "exhibits": false, "reasoning": "The essay does not iterate or refine within a single analytical frame; it ranges across many distinct topics (curiosity, originality, morale, colleagues) without deepening one frame at the expense of others." }, "FVS-002": { "exhibits": true, "reasoning": "The essay is written in polished, confident, aphoristic prose that conveys authority, but most claims (e.g., 'curiosity never lies,' 'morale is physical') are asserted without evidence or sourcing." }, "FVS-003": { "exhibits": false, "reasoning": "This is a human-authored essay by Paul Graham, not AI-generated output, so prompt-attribution dynamics between user and model are not relevant here." }, "FVS-004": { "exhibits": false, "reasoning": "The document does not exhibit the bilateral human-AI default loop; it is a standalone essay with no AI interaction dynamic present." }, "FVS-005": { "exhibits": false, "reasoning": "No AI system attribution is present; the essay is explicitly authored by a named human writer." }, "FVS-006": { "exhibits": false, "reasoning": "Identity framing asymmetry is an AI-interaction mechanism not present in this human-authored essay." }, "FVS-007": { "exhibits": false, "reasoning": "The essay does not use failure-condition framing as an analytical technique; it is prescriptive advice, not a structured analytical output." }, "FVS-008": { "exhibits": false, "reasoning": "The essay is not organized around growth metrics, market expansion, or competitive positioning; its frame is individual intellectual development and creative output." }, "FVS-009": { "exhibits": false, "reasoning": "While the essay acknowledges failure and setbacks, it does not systematically organize information around risk, vulnerabilities, or failure modes as a dominant analytical lens." }, "FVS-010": { "exhibits": true, "reasoning": "The essay mentions luck, failure, and uncertainty but devotes overwhelmingly more analytical weight to the positive path of doing great work, creating an illusion of balance while the frame is strongly optimistic and prescriptive." }, "FVS-011": { "exhibits": false, "reasoning": "The essay does not analyze stakeholders, who benefits, who bears costs, or power dynamics; it addresses a single implied reader pursuing individual achievement." }, "FVS-012": { "exhibits": false, "reasoning": "The essay does not systematically surface uncertainty about its own claims; it presents advice confidently, but this is a rhetorical choice of the genre rather than a framing failure that obscures contested evidence." }, "FVS-013": { "exhibits": false, "reasoning": "The essay does not position itself as an oracle or authoritative knowledge system; Graham explicitly frames it as personal synthesis and uses hedged language like 'I think' and 'probably' throughout." }, "FVS-014": { "exhibits": true, "reasoning": "The essay is strongly future-projected and present-focused, treating the reader's potential future great work as the orienting lens, while historical context is used only as illustrative anecdote rather than as a systematic temporal frame." }, "FVS-015": { "exhibits": false, "reasoning": "The essay explicitly resists the efficiency frame, arguing against planning, optimization, and productivity metrics in favor of curiosity, interest, and exploratory work." }, "FVS-016": { "exhibits": false, "reasoning": "The essay makes almost no citations to external sources or data; the few references (Hardy's Apology, Einstein, Darwin) are illustrative anecdotes rather than evidentiary citations." }, "FVS-017": { "exhibits": false, "reasoning": "The essay does not present multiple competing perspectives with false equivalence; it argues a single consistent thesis about how great work is done." }, "FVS-018": { "exhibits": false, "reasoning": "The essay begins and ends at the same broad scope\u2014how to do great work across any field\u2014and does not narrow to a specific sub-question without acknowledgment." }, "FVS-019": { "exhibits": true, "reasoning": "The essay is highly narratively coherent, with a flowing logical structure (choose field \u2192 learn \u2192 notice gaps \u2192 explore) that feels authoritative, but the coherence is rhetorical rather than empirically grounded, as the claims rest on anecdote and assertion." }, "FVS-020": { "exhibits": true, "reasoning": "The essay operates entirely within an unstated individualist, meritocratic frame\u2014assuming the reader has the freedom, resources, and social position to pursue great work\u2014without naming or examining this frame as a frame." } }, "b07_traditional_publishing": { "FVS-001": { "exhibits": false, "reasoning": "The document does not show iterative refinement within a single locked frame; it covers multiple dimensions (economics, AI, self-publishing, outlook) without deepening one frame at the expense of others." }, "FVS-002": { "exhibits": true, "reasoning": "The prose is polished and confident throughout ('paradoxical position,' 'managed contraction rather than collapse') with no sourcing, data citations, or epistemic hedging to back its specific claims." }, "FVS-003": { "exhibits": false, "reasoning": "The document makes no reference to AI model identity or prompt attribution; it is a substantive analysis, not a meta-commentary on AI behavior." }, "FVS-004": { "exhibits": false, "reasoning": "There is no visible loop of human defaults narrowing prompts and AI defaults reinforcing them; the document does not exhibit this bilateral comfort-compliance pattern." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not attribute AI behavior to any system layer; it is an industry analysis, not a reflection on AI output attribution." }, "FVS-006": { "exhibits": false, "reasoning": "No identity or role framing is present in the document; it does not assign or discuss identities to shift analytical behavior." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure framing as a structuring device; it describes industry conditions without specifying failure conditions to constrain its own analysis." }, "FVS-008": { "exhibits": false, "reasoning": "The document explicitly resists a pure growth frame, noting compressed advances, endangered mid-list, and 'managed contraction rather than collapse.'" }, "FVS-009": { "exhibits": true, "reasoning": "The document is organized substantially around vulnerabilities and failure modes: consolidation risk, mid-list endangerment, AI legal uncertainty, and risk-averse publisher behavior dominate the analysis." }, "FVS-010": { "exhibits": true, "reasoning": "The document mentions self-publishing advantages and print resilience but gives them thin treatment compared to the extended focus on structural decline, creating an illusion of balance while the analytical weight sits on contraction." }, "FVS-011": { "exhibits": false, "reasoning": "The document does implicitly consider multiple stakeholders (authors, publishers, readers, AI developers) though without naming this as a stakeholder frame; it does not systematically exclude any obvious party." }, "FVS-012": { "exhibits": true, "reasoning": "The document presents specific claims about industry trends (advances 'compressed considerably,' mid-list 'genuinely endangered') with high confidence and no acknowledgment of contested data, error ranges, or alternative expert views." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as an oracle or explicitly claim authoritative status; it uses hedged language ('almost certainly,' 'has not yet answered convincingly') that partially resists oracle posture." }, "FVS-014": { "exhibits": true, "reasoning": "The document is anchored in a present-moment snapshot ('2026') that treats current conditions as the complete picture, with minimal historical depth and only vague forward projection, hiding longer cyclical patterns." }, "FVS-015": { "exhibits": false, "reasoning": "The document does not organize around efficiency, cost optimization, or productivity metrics; its frame is cultural and structural, not efficiency-driven." }, "FVS-016": { "exhibits": false, "reasoning": "The document makes no citations, does not name studies or data sources, and does not use citation-like language to manufacture credibility; it presents claims as direct assertions." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not present competing perspectives with artificially equal weight; it takes clear positions (mid-list endangered, self-publishing economically superior for genre authors) rather than false-balancing them." }, "FVS-018": { "exhibits": true, "reasoning": "The document begins with 'traditional publishing' broadly but narrows progressively to the Big Five consolidation story and literary/prestige publishing, leaving genre, children's, educational, and international publishing largely invisible." }, "FVS-019": { "exhibits": true, "reasoning": "The document tells a highly coherent narrative arc (consolidation \u2192 economic pressure \u2192 AI tension \u2192 self-publishing maturation \u2192 managed contraction) that flows smoothly without surfacing the assumptions or data gaps underlying each step." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates from an implicit 'institutional decline' frame that determines which evidence is selected and which conclusions are reachable, but this frame is never named or examined within the text." } }, "b08_ai_medical_ethics": { "FVS-001": { "exhibits": false, "reasoning": "The document does not show iterative refinement within a single locked frame; it covers multiple ethical dimensions without deepening one frame at the expense of others." }, "FVS-002": { "exhibits": true, "reasoning": "The document is polished, fluent, and confident throughout but provides no citations, data, or sourced evidence to back claims like 'dermatological AI has demonstrated reduced accuracy on darker skin tones.'" }, "FVS-003": { "exhibits": false, "reasoning": "The document does not discuss AI model identity or attribute behaviors to specific AI systems by name." }, "FVS-004": { "exhibits": false, "reasoning": "The document does not exhibit the bilateral comfort-compliance loop; it engages substantively with contested ethical terrain rather than settling into safe defaults." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not discuss AI system layers or attribute behavior to model vs. infrastructure; it is a substantive ethics analysis." }, "FVS-006": { "exhibits": false, "reasoning": "The document does not involve identity framing or role assignment in AI interaction." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure framing as a structural device to constrain or sharpen its analysis." }, "FVS-008": { "exhibits": false, "reasoning": "The document does not organize around growth metrics or upward trajectory; it is explicitly oriented toward risk and ethical constraint." }, "FVS-009": { "exhibits": true, "reasoning": "The document is predominantly organized around what could go wrong \u2014 bias, black-box opacity, accountability gaps, automation bias \u2014 making the risk frame its dominant analytical lens." }, "FVS-010": { "exhibits": true, "reasoning": "The document covers multiple expected ethical dimensions (bias, consent, accountability, oversight) but treats each in a single short section, creating breadth of coverage without depth of analysis in any one area." }, "FVS-011": { "exhibits": true, "reasoning": "The document partially surfaces stakeholder concerns (patients, clinicians, developers, institutions) but does not systematically analyze who bears costs vs. who captures benefits from AI deployment." }, "FVS-012": { "exhibits": false, "reasoning": "The document does acknowledge uncertainty in some claims (e.g., 'responsibility becomes genuinely ambiguous') but does not systematically surface what is unknown or contested in the evidence base." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as an oracle or use language that reinforces uncritical reader deference; it frames issues as demanding examination rather than resolved." }, "FVS-014": { "exhibits": true, "reasoning": "The document is present-focused and future-projected ('the technology is advancing rapidly') without anchoring claims in historical data or acknowledging how past AI hype cycles might contextualize current promises." }, "FVS-015": { "exhibits": false, "reasoning": "The document does not organize around efficiency, cost reduction, or productivity metrics; it explicitly foregrounds ethical constraints over optimization." }, "FVS-016": { "exhibits": false, "reasoning": "The document makes no citations at all, so it does not use citation-like language to manufacture false authority; claims are presented as assertions without sourcing." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not present competing perspectives with false equivalence; it takes clear positions on ethical obligations rather than balancing pro and con views equally." }, "FVS-018": { "exhibits": true, "reasoning": "The document begins with the broad question of AI in medical diagnosis but narrows quickly to diagnostic accuracy and bias without addressing broader systemic issues like healthcare economics, regulatory infrastructure, or global access disparities." }, "FVS-019": { "exhibits": true, "reasoning": "The document tells a coherent, well-structured story (promise \u2192 risks \u2192 obligations \u2192 conclusion) that flows logically but whose coherence is architectural rather than evidentially grounded, with no data or sourcing supporting the narrative arc." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates implicitly from a bioethics/patient-safety frame without naming it as a frame, making alternative frames (economic, regulatory, innovation-acceleration) invisible by default." } }, "b09_online_degrees": { "FVS-001": { "exhibits": false, "reasoning": "The document does not show iterative refinement within a single locked frame; it covers multiple evaluation dimensions without deepening one analytical frame at the expense of others." }, "FVS-002": { "exhibits": true, "reasoning": "The document is polished, fluent, and confident throughout but provides no empirical sourcing, data, or citations to support its prescriptive claims about what evaluation frameworks should include." }, "FVS-003": { "exhibits": false, "reasoning": "The document makes no reference to AI model identity or prompt attribution dynamics." }, "FVS-004": { "exhibits": false, "reasoning": "The document does not exhibit the bilateral comfort-compliance loop; it actively challenges institutional defaults by warning against both dismissal and uncritical acceptance of online programs." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not discuss AI system layers or attribute behavior to any system component." }, "FVS-006": { "exhibits": false, "reasoning": "No role or identity framing is assigned or discussed in the document." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure-condition framing as a rhetorical or analytical mechanism; it frames success criteria positively rather than specifying concrete failure conditions." }, "FVS-008": { "exhibits": false, "reasoning": "The document does not organize around growth metrics, market expansion, or upward trajectory; its frame is quality assurance and accountability, not growth." }, "FVS-009": { "exhibits": true, "reasoning": "The document systematically surfaces failure modes\u2014superficial testing, adjunct over-reliance, dropout rates, equity gaps\u2014organizing much of its analysis around what could go wrong in online programs." }, "FVS-010": { "exhibits": true, "reasoning": "The document covers multiple dimensions (outcomes, faculty, support, equity, improvement) but treats each in a single brief paragraph, creating an appearance of comprehensive coverage without substantive depth in any area." }, "FVS-011": { "exhibits": true, "reasoning": "The document explicitly raises the 'for whom' question by calling for disaggregated metrics by demographic group and noting that programs leaving certain populations behind cannot be considered successful." }, "FVS-012": { "exhibits": false, "reasoning": "The document does not surface uncertainty about its own claims; it presents prescriptive recommendations with uniform confidence and does not acknowledge contested evidence or alternative frameworks." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as an oracle or authoritative knowledge source in a way that structurally reinforces uncritical reader acceptance; it is framed as a framework proposal, not definitive truth." }, "FVS-014": { "exhibits": false, "reasoning": "The document is present-focused and does not anchor analysis in historical data or future projections in a way that hides other temporal orientations." }, "FVS-015": { "exhibits": false, "reasoning": "The document does not organize around efficiency, cost reduction, or optimization metrics; its frame is quality and equity, not throughput or productivity." }, "FVS-016": { "exhibits": false, "reasoning": "The document makes no citations, data references, or authority appeals; it relies entirely on assertion rather than citation-like language." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not present competing perspectives with false equivalence; it takes a clear normative stance and does not manufacture balance between unequal positions." }, "FVS-018": { "exhibits": true, "reasoning": "The document begins with the broad question of evaluating online degree programs but narrows to a conventional checklist of institutional quality indicators, never addressing systemic questions about whether online-only degrees are structurally comparable to residential ones." }, "FVS-019": { "exhibits": true, "reasoning": "The document tells a coherent, logically flowing story from outcomes to faculty to support to equity to improvement, but the narrative coherence substitutes for empirical grounding\u2014no data supports the causal claims embedded in the framework." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates from an unexamined institutional-quality-assurance frame that treats accreditation-style evaluation as the natural lens, never surfacing that this frame itself privileges certain conceptions of educational value over others." } }, "b10_carbon_accounting": { "FVS-001": { "exhibits": false, "reasoning": "The document presents a single analytical pass without iterative refinement or escalating confidence within a locked frame." }, "FVS-002": { "exhibits": true, "reasoning": "The document is polished and confident throughout, presenting contested policy positions (e.g., disclosure as 'necessary condition') as settled economic logic without sourcing or epistemic hedging." }, "FVS-003": { "exhibits": false, "reasoning": "The document does not discuss AI model identity or attribute behaviors to specific AI systems." }, "FVS-004": { "exhibits": false, "reasoning": "The document does not exhibit the bilateral human-AI default loop; it is a standalone analytical essay." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not discuss AI system layers or attribute AI behavior to any source." }, "FVS-006": { "exhibits": false, "reasoning": "No identity or role framing is present in the document." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure-condition framing as an analytical device." }, "FVS-008": { "exhibits": false, "reasoning": "The document is not organized around growth metrics or market expansion; it centers on market failure correction and regulatory logic." }, "FVS-009": { "exhibits": false, "reasoning": "While a 'Challenges and Counterarguments' section exists, the document does not systematically organize around risk or failure modes as its primary frame." }, "FVS-010": { "exhibits": true, "reasoning": "The 'Challenges and Counterarguments' section is a single short paragraph that mentions compliance costs and 'disclosure theatre' without substantive analysis, while the pro-disclosure case receives four developed sections \u2014 breadth of coverage masks analytical imbalance." }, "FVS-011": { "exhibits": false, "reasoning": "The document does not systematically examine who bears costs or benefits across stakeholder groups; it defaults to an investor/market efficiency perspective without naming it as such, but this is not the organizing frame of the document." }, "FVS-012": { "exhibits": true, "reasoning": "Claims such as 'markets cannot efficiently price what they cannot measure' and disclosure being 'arguably a necessary condition' are presented with high confidence despite being contested empirical and policy claims with no cited evidence or acknowledged uncertainty." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as an oracle or explicitly claim authoritative finality in a way that structurally reinforces uncritical reader acceptance beyond normal confident prose." }, "FVS-014": { "exhibits": false, "reasoning": "The document does not anchor its analysis to a specific temporal orientation; it treats the policy question as a present-tense structural issue without notable past or future anchoring." }, "FVS-015": { "exhibits": false, "reasoning": "The document does not organize around efficiency, cost reduction, or optimization as its primary frame; it centers on market failure and externality correction." }, "FVS-016": { "exhibits": true, "reasoning": "The document references 'ISSB' and 'SEC's climate disclosure rules' and invokes 'textbook negative externality' and 'adverse selection' as authority-lending language without providing citations, data, or verification of specific claims." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not present opposing views with equal weight; it clearly advocates for disclosure and treats counterarguments as secondary complications rather than equally valid positions." }, "FVS-018": { "exhibits": false, "reasoning": "The document maintains its stated scope \u2014 the economic case for mandatory carbon disclosure \u2014 throughout without notable narrowing." }, "FVS-019": { "exhibits": true, "reasoning": "The document constructs a seamless logical chain (information asymmetry \u2192 externalities \u2192 competitive dynamics \u2192 conclusion) that feels self-evidently correct, with each section reinforcing the next in a way that masks the absence of empirical grounding." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates entirely within a market-efficiency/neoclassical economics frame without naming or acknowledging it, making alternative frames (political economy, justice, sufficiency, systemic critique) invisible to the reader." } }, "c05_wikipedia_nuclear_fusion": { "FVS-001": { "exhibits": false, "reasoning": "The document does not show iterative refinement within a single converging frame; it presents multiple historical and scientific dimensions without deepening one analytical frame." }, "FVS-002": { "exhibits": false, "reasoning": "The document is a factual encyclopedia article with technical precision and sourced claims, not relying on fluency to substitute for substance." }, "FVS-003": { "exhibits": false, "reasoning": "The document makes no attributions about AI model identity or behavior; it is a scientific reference article." }, "FVS-004": { "exhibits": false, "reasoning": "The document is a structured encyclopedia entry, not a product of iterative AI-human prompting loops settling into comfortable defaults." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not involve AI system attribution; it is a human-edited Wikipedia article about nuclear physics." }, "FVS-006": { "exhibits": false, "reasoning": "No identity framing or role assignment is present in this scientific reference document." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure framing as an analytical or rhetorical device; it describes historical and scientific facts." }, "FVS-008": { "exhibits": false, "reasoning": "The document does not organize information around growth metrics or market expansion; it is a scientific and historical account of nuclear fusion." }, "FVS-009": { "exhibits": false, "reasoning": "The document does not systematically organize around risk or failure modes; it is descriptive and historical rather than risk-analytical." }, "FVS-010": { "exhibits": false, "reasoning": "The document does not claim comprehensive analytical balance across competing perspectives; it is a factual scientific reference with no pretense of multi-frame analysis." }, "FVS-011": { "exhibits": false, "reasoning": "The document does not organize around stakeholder impacts or ask 'for whom'; it is a scientific and historical exposition." }, "FVS-012": { "exhibits": false, "reasoning": "The document presents well-established scientific facts and historical records with appropriate specificity, not projections or contested claims presented as certainties." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as an oracle; it is a standard encyclopedia article with citations and historical attribution, and does not exhibit oracle-reinforcing rhetoric." }, "FVS-014": { "exhibits": true, "reasoning": "The document is predominantly past-anchored, organizing the subject through historical chronology (1915 theory, 1932 experiments, 1952 weapons tests) with the present and future of fusion energy cut off mid-section." }, "FVS-015": { "exhibits": false, "reasoning": "The document does not frame nuclear fusion through efficiency, cost reduction, or productivity optimization; it is a scientific reference." }, "FVS-016": { "exhibits": false, "reasoning": "The document cites named scientists, dates, and specific experiments in a manner consistent with verifiable historical record, not fabricated or misattributed citation patterns." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not present competing perspectives on contested questions; it describes scientific consensus and historical facts without false balance." }, "FVS-018": { "exhibits": true, "reasoning": "The document begins with a broad framing of nuclear fusion (all stars, all applications) but the visible text narrows progressively to specific historical experiments and weapons programs, with the fusion energy section cut off." }, "FVS-019": { "exhibits": true, "reasoning": "The document presents a highly coherent chronological narrative from 1915 theory through 1955 weapons tests, with each development logically following the prior, creating a smooth story that feels complete despite the truncated fusion energy section." }, "FVS-020": { "exhibits": false, "reasoning": "The document does not surface or acknowledge its own framing; however, as a factual encyclopedia article it does not claim frame-awareness, and the meta-condition of invisible framing is not itself a visible structural feature of this text." } }, "c06_wikipedia_inflation": { "FVS-001": { "exhibits": false, "reasoning": "The document does not show iterative refinement within a single locked frame; it surveys multiple causal theories and perspectives on inflation without converging on one." }, "FVS-002": { "exhibits": true, "reasoning": "The prose is polished and encyclopedic in tone, which lends an air of authority, though some claims (e.g., 'most economists favour') are asserted without sourcing or qualification." }, "FVS-003": { "exhibits": false, "reasoning": "The document is a Wikipedia article, not an AI interaction context, so prompt-attribution dynamics are not structurally present." }, "FVS-004": { "exhibits": false, "reasoning": "There is no AI-human interaction loop visible in the document; it is a static reference article." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not involve AI system layers or user-attributed behavior; it is a conventional encyclopedia entry." }, "FVS-006": { "exhibits": false, "reasoning": "No identity or role framing is applied in the document; it presents economic concepts neutrally." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure-condition framing as an analytical device; it is descriptive rather than prescriptive." }, "FVS-008": { "exhibits": false, "reasoning": "The document does not organize around growth metrics or upward trajectory; it presents inflation as a neutral economic phenomenon with both positive and negative effects." }, "FVS-009": { "exhibits": false, "reasoning": "While negative effects of inflation are mentioned, the document does not systematically organize around risk or failure modes as its dominant frame." }, "FVS-010": { "exhibits": true, "reasoning": "The document lists multiple causal factors and effects (positive and negative) but treats each briefly, creating an impression of comprehensive coverage without deep analysis of any single dimension." }, "FVS-011": { "exhibits": false, "reasoning": "The document does not examine who bears costs or benefits from inflation across different stakeholder groups; it treats inflation as an aggregate economic phenomenon without a 'for whom' lens." }, "FVS-012": { "exhibits": true, "reasoning": "Claims such as 'most economists favour a low and steady rate of inflation' are presented as settled consensus without acknowledging ongoing debates, contested evidence, or uncertainty ranges." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not explicitly position itself as an oracle; it is a standard encyclopedia article and does not structurally reinforce authoritative-knowledge dynamics beyond normal reference-text conventions." }, "FVS-014": { "exhibits": true, "reasoning": "The document is predominantly present- and past-anchored (historical etymology, classical economics), with minimal forward-looking uncertainty about how inflation dynamics may change structurally." }, "FVS-015": { "exhibits": false, "reasoning": "The efficiency frame is not present; the document does not organize around cost reduction, optimization, or productivity metrics." }, "FVS-016": { "exhibits": false, "reasoning": "The document names economists (Hume, Ricardo) in passing but does not use citation-like language to manufacture credibility for specific contested claims; references are historically contextual rather than evidentiary props." }, "FVS-017": { "exhibits": true, "reasoning": "Positive and negative effects of inflation are listed with roughly equal weight and sentence-level treatment, without indicating that the evidence base for each claim differs in strength or consensus level." }, "FVS-018": { "exhibits": false, "reasoning": "The document maintains its broad scope on inflation as a general economic concept throughout the visible excerpt without narrowing to a specific sub-question." }, "FVS-019": { "exhibits": true, "reasoning": "The document constructs a coherent, logically flowing narrative from definition to causes to effects to policy consensus, which reads as authoritative completeness even though the causal mechanisms described are contested among economists." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates implicitly from a mainstream macroeconomic consensus frame (central-bank-managed, CPI-measured inflation) without surfacing that this is a frame rather than the neutral description of economic reality." } }, "c07_wikipedia_climate_mitigation": { "FVS-001": { "exhibits": false, "reasoning": "The document does not show iterative refinement within a single locked frame; it covers multiple mitigation strategies without deepening one analytical angle at the expense of others." }, "FVS-002": { "exhibits": true, "reasoning": "The article is written in smooth, encyclopedic prose that presents contested policy claims (e.g., '40% to 70% by 2050') with confident, fluent delivery that masks the uncertainty underlying those projections." }, "FVS-003": { "exhibits": false, "reasoning": "The document is a Wikipedia article, not an AI interaction context, so prompt-attribution dynamics are not structurally present." }, "FVS-004": { "exhibits": false, "reasoning": "There is no AI-human interaction loop visible in the document; it is a static encyclopedic text." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not involve AI system layers or user-attributed behavior; it is a Wikipedia article." }, "FVS-006": { "exhibits": false, "reasoning": "No identity or role framing is applied in the document; it does not assign personas or counter-default identities." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure-condition framing as an analytical device; it describes mitigation strategies descriptively." }, "FVS-008": { "exhibits": false, "reasoning": "The document is not organized around growth metrics or market expansion; it focuses on emissions reduction and policy, not upward business trajectory." }, "FVS-009": { "exhibits": true, "reasoning": "The document consistently foregrounds what could go wrong\u2014insufficient policies, 2.7\u00b0C warming trajectory, difficult-to-decarbonize sectors\u2014organizing significant content around failure conditions and vulnerabilities." }, "FVS-010": { "exhibits": true, "reasoning": "The article covers many dimensions (energy, land use, policy, geoengineering, demand-side) but treats each briefly, creating an impression of comprehensive coverage while providing shallow analytical depth on each topic." }, "FVS-011": { "exhibits": false, "reasoning": "The document does not systematically analyze who bears costs or benefits from mitigation policies; stakeholder perspectives are largely absent beyond a brief mention of countries as actors." }, "FVS-012": { "exhibits": true, "reasoning": "Specific quantitative claims (e.g., '43% by 2030,' '40% to 70% by 2050') are presented as near-factual without surfacing the uncertainty ranges, modeling assumptions, or expert disagreements underlying them." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as an oracle or explicitly claim authoritative finality; Wikipedia's encyclopedic tone is present but the text does not structurally reinforce oracle-reader dynamics beyond normal reference-text conventions." }, "FVS-014": { "exhibits": true, "reasoning": "The document is strongly future-projected, anchoring analysis around 2025 peak emissions, 2030 targets, and 2100 warming scenarios, which makes the historical trajectory of emissions and past policy failures largely invisible." }, "FVS-015": { "exhibits": false, "reasoning": "The document does not organize information primarily around cost reduction, throughput, or productivity optimization; efficiency is mentioned but is not the dominant organizing frame." }, "FVS-016": { "exhibits": true, "reasoning": "The document cites '2022 assessments,' 'recent research,' and the IPCC without providing specific citations for individual claims, using citation-like language to confer authority without verifiable sourcing for each statistic." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not present false balance between climate science consensus and fringe positions; it treats the scientific basis for mitigation as settled and does not give equal weight to denial positions." }, "FVS-018": { "exhibits": true, "reasoning": "The article begins with the broad question of climate change mitigation globally but progressively narrows to energy-sector solutions (solar, wind, CCS), with land use and demand-side solutions receiving comparatively less structural weight." }, "FVS-019": { "exhibits": true, "reasoning": "The document tells a coherent causal story\u2014emissions cause warming, policies are insufficient, specific technologies and behaviors can close the gap\u2014where the logical flow creates a sense of analytical completeness independent of the depth of evidence provided." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates from an implicit techno-policy frame (mitigation as a technical and regulatory problem solvable through clean energy and carbon pricing) without naming or examining that frame as one of several possible organizing perspectives." } }, "c08_wikipedia_genai": { "FVS-001": { "exhibits": false, "reasoning": "The document does not converge on a single analytical frame with increasing sophistication; it presents factual encyclopedic content across multiple dimensions." }, "FVS-002": { "exhibits": false, "reasoning": "The document is factual and encyclopedic in tone rather than fluently persuasive; it does not use polished rhetorical delivery to substitute for substance." }, "FVS-003": { "exhibits": false, "reasoning": "The document does not discuss or attribute AI model behaviors to model identity versus prompt or system effects." }, "FVS-004": { "exhibits": false, "reasoning": "The document is a reference article and does not exhibit the bilateral human-AI default-reinforcement loop described by this frame." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not discuss AI system attribution or the invisible layers producing AI behavior." }, "FVS-006": { "exhibits": false, "reasoning": "The document does not involve identity framing or role assignment in AI interactions." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure framing as an analytical or rhetorical device." }, "FVS-008": { "exhibits": true, "reasoning": "The document's framing of generative AI adoption emphasizes expansion, prevalence increase, and sector penetration, organizing the narrative around growth trajectory without naming this as a perspective choice." }, "FVS-009": { "exhibits": true, "reasoning": "The document briefly surfaces risk dimensions\u2014cybercrime, deepfakes, copyright violations, environmental impacts\u2014though these are mentioned rather than deeply analyzed." }, "FVS-010": { "exhibits": true, "reasoning": "The document mentions risks (cybercrime, environmental harm, copyright) in brief clauses while devoting the bulk of its structure to history, applications, and adoption, creating a completeness illusion through categorical coverage without analytical depth on downsides." }, "FVS-011": { "exhibits": false, "reasoning": "The document does not systematically organize around stakeholder perspectives or ask 'for whom' in any structured way." }, "FVS-012": { "exhibits": false, "reasoning": "The document does not present contested projections as confident facts in a misleading way; it uses hedged language ('estimated to be growing') and cites specific surveys with attributed sources." }, "FVS-013": { "exhibits": false, "reasoning": "The document is a Wikipedia article and does not position itself as an oracle; it uses citation conventions and hedged language consistent with encyclopedic norms." }, "FVS-014": { "exhibits": true, "reasoning": "The document is predominantly past-anchored and present-focused, tracing a historical arc from Markov chains to 2025, which frames generative AI as a story of progressive development and obscures uncertainty about future trajectories." }, "FVS-015": { "exhibits": false, "reasoning": "The document does not organize its analysis around efficiency, cost reduction, or productivity optimization as a dominant frame." }, "FVS-016": { "exhibits": false, "reasoning": "The document cites named surveys and specific entities (Ipsos, SAS, Gartner) with attributed statistics; while verification is not possible here, the citation form is not fabricated or citation-as-substitute-for-evidence in a structurally visible way." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not present competing perspectives on contested claims with artificially equal weight; it largely presents factual history without framing debates." }, "FVS-018": { "exhibits": true, "reasoning": "The article begins with a broad definition of generative AI but the adoption and applications sections narrow progressively toward LLM-based chatbots and text/image tools, leaving other generative AI modalities (e.g., symbolic planning systems mentioned in history) effectively dropped from the frame." }, "FVS-019": { "exhibits": true, "reasoning": "The document tells a coherent progressive narrative\u2014from Markov chains to transformers to ChatGPT to mass adoption\u2014that flows logically and feels complete, with the coherence of the arc potentially masking discontinuities and contested interpretations in the history." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates from an implicit growth-and-progress frame without surfacing it as a frame; the organizing logic of 'technology advancing through history toward widespread adoption' is invisible as a perspective choice." } }, "c09_wikipedia_gerrymandering": { "FVS-001": { "exhibits": false, "reasoning": "The document does not show iterative refinement within a single converging frame; it presents definitional and historical content across multiple angles." }, "FVS-002": { "exhibits": false, "reasoning": "The prose is encyclopedic and moderately fluent but includes sourced claims, named historians, and acknowledged uncertainty (e.g., 'may never be definitively established'), so fluency does not substitute for epistemic grounding." }, "FVS-003": { "exhibits": false, "reasoning": "The document is a Wikipedia article about gerrymandering, not about AI model behavior or prompt attribution." }, "FVS-004": { "exhibits": false, "reasoning": "There is no AI-human interaction loop or default geometry dynamic present in this static encyclopedic text." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not involve AI system layers or attribution of AI behavior to any component." }, "FVS-006": { "exhibits": false, "reasoning": "No identity framing or role assignment is present in this document." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure framing as an analytical or rhetorical device." }, "FVS-008": { "exhibits": false, "reasoning": "The document does not organize information around growth metrics or upward business trajectory; it is a political/historical analysis." }, "FVS-009": { "exhibits": false, "reasoning": "While the document discusses harms of gerrymandering, it does not systematically organize around a risk frame in the FVS sense of examining failure modes of a primary positive narrative." }, "FVS-010": { "exhibits": false, "reasoning": "The document is definitional and historical rather than a multi-dimensional analytical report that creates a false impression of completeness." }, "FVS-011": { "exhibits": true, "reasoning": "The document implicitly centers the perspective of parties and incumbents as primary actors, with voters framed as objects of manipulation rather than agents, making the 'for whom' question structurally present but unexamined." }, "FVS-012": { "exhibits": true, "reasoning": "The document explicitly acknowledges uncertainty in one place ('may never be definitively established') but otherwise presents contested political claims (e.g., 'almost always considered a corruption') with high confidence and without surfacing the range of scholarly or legal disagreement." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as an oracle; Wikipedia's editorial conventions include hedging language and attribution, and the document itself notes definitional uncertainty." }, "FVS-014": { "exhibits": true, "reasoning": "The document is predominantly past-anchored, using the 1812 origin story and historical examples as the primary lens, which makes contemporary computational gerrymandering and current legal debates largely invisible in the excerpt." }, "FVS-015": { "exhibits": false, "reasoning": "The efficiency frame is absent; the document does not organize around optimization, cost reduction, or productivity metrics." }, "FVS-016": { "exhibits": false, "reasoning": "The document cites named historians and the Oxford English Dictionary with claims that appear to match the cited sources; no fabricated or misattributed citations are evident." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not present false balance between competing perspectives; it takes a clear normative stance that gerrymandering is 'almost always considered a corruption of the democratic process.'" }, "FVS-018": { "exhibits": true, "reasoning": "The article begins with a broad framing of gerrymandering as a systemic democratic problem but the excerpt narrows substantially to etymology and the 1812 Massachusetts case, treating that historical instance as representative of the whole phenomenon." }, "FVS-019": { "exhibits": true, "reasoning": "The document constructs a highly coherent narrative arc from the 1812 origin through etymology to modern usage, with the story's internal logic creating an impression of completeness that masks what is omitted (e.g., legal history, racial gerrymandering, contemporary methods)." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates from an implicit democratic-norms frame that treats gerrymandering as self-evidently corrupt without surfacing that this frame itself reflects a particular political theory of representation that is contested in legal and political science literature." } }, "c10_wikipedia_microplastic": { "FVS-001": { "exhibits": false, "reasoning": "The document does not show iterative refinement within a single converging frame; it presents factual encyclopedic content across multiple sub-topics without escalating analytical confidence." }, "FVS-002": { "exhibits": true, "reasoning": "The document uses polished, authoritative encyclopedic prose that conveys certainty (e.g., 'microplastics cause pollution,' 'are recognized to persist') without consistently flagging the evidentiary basis or confidence level behind claims." }, "FVS-003": { "exhibits": false, "reasoning": "The document is a Wikipedia article, not an AI-generated output, and makes no attributions about AI model identity or behavior." }, "FVS-004": { "exhibits": false, "reasoning": "There is no evidence of bilateral human-AI default geometry narrowing the document's scope; it is a static encyclopedic text." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not involve AI system attribution or layered AI interaction dynamics." }, "FVS-006": { "exhibits": false, "reasoning": "No identity or role framing is present in this encyclopedic scientific article." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure-condition framing as an analytical device; it describes phenomena descriptively." }, "FVS-008": { "exhibits": false, "reasoning": "The document is organized around environmental and health risk, not growth metrics or market expansion narratives." }, "FVS-009": { "exhibits": true, "reasoning": "The document is predominantly organized around what could go wrong\u2014pollution, accumulation in organisms, soil viability reduction, heavy metal contamination\u2014making risk the dominant structural frame throughout." }, "FVS-010": { "exhibits": true, "reasoning": "The document covers multiple categories (classification, sources, environmental effects) but gives very thin treatment to health effects on humans and to mitigation/solutions, creating an illusion of completeness while leaving major dimensions underanalyzed." }, "FVS-011": { "exhibits": false, "reasoning": "The document does not organize around stakeholder perspectives, beneficiaries, or cost-bearers; it focuses on physical and environmental phenomena rather than human actors." }, "FVS-012": { "exhibits": true, "reasoning": "Several claims are presented with more confidence than the evidence warrants\u2014e.g., the 2014 estimate of 15\u201351 trillion pieces is cited without flagging its wide uncertainty range as methodologically significant, and causal language ('cause pollution') is used where mechanisms are still being studied." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not explicitly position itself as an oracle; standard Wikipedia hedging and citation conventions are present, and the reader relationship is not addressed within the text itself." }, "FVS-014": { "exhibits": true, "reasoning": "The document is predominantly present- and past-anchored (current pollution levels, historical classification debates, 2014/2015/2017 data points) with minimal forward-looking analysis of trajectories or future scenarios, making structural future trends invisible." }, "FVS-015": { "exhibits": false, "reasoning": "The efficiency frame is entirely absent; the document does not organize around optimization, cost reduction, or productivity metrics." }, "FVS-016": { "exhibits": true, "reasoning": "The document uses citation-like language (e.g., 'a 2015 Norwegian Environment Agency review,' 'one study suggested') that creates an impression of evidentiary grounding without the reader being able to verify whether the cited claims are accurately represented." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not present competing perspectives on microplastic harm with false equivalence; it does not give equal weight to fringe or industry-favorable positions against scientific consensus." }, "FVS-018": { "exhibits": true, "reasoning": "The article begins with a broad framing of microplastics as a global pollution problem but narrows progressively to classification taxonomy and specific source categories, leaving health effects on humans, policy responses, and remediation largely unaddressed as if the narrower scope were the full topic." }, "FVS-019": { "exhibits": true, "reasoning": "The document tells a coherent linear story\u2014definition, classification, sources, environmental persistence\u2014that flows logically and feels complete, masking significant gaps in coverage (human health impacts, dose-response data, regulatory status) through narrative smoothness." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates from an implicit environmental-harm/risk frame without naming it as a frame, making alternative framings (economic, regulatory, technological solutions) invisible to the reader by default." } }, "a06_wolfram_chatgpt": { "FVS-001": { "exhibits": false, "reasoning": "The document explicitly questions and examines its own framing throughout, acknowledging uncertainty and limits rather than converging on a single confident frame." }, "FVS-002": { "exhibits": false, "reasoning": "The document is fluent but consistently pairs fluency with explicit epistemic hedges ('we don't know,' 'it's just lore,' 'no theoretical reason') rather than substituting fluency for substance." }, "FVS-003": { "exhibits": false, "reasoning": "The document does not discuss user attributions of model identity or personality; it is a technical explainer, not a meta-commentary on AI interaction patterns." }, "FVS-004": { "exhibits": false, "reasoning": "The document actively pushes against default assumptions (e.g., questioning whether bigger nets can do everything, questioning whether essay-writing is hard) rather than settling into comfortable patterns." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not discuss the layered system architecture of AI deployment or user attribution errors; it focuses on technical mechanisms of LLMs." }, "FVS-006": { "exhibits": false, "reasoning": "The document does not involve identity framing or role assignment in AI interactions; it is a technical explainer." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure framing as a rhetorical or analytical device; it is a descriptive technical explanation." }, "FVS-008": { "exhibits": false, "reasoning": "The document does not organize information around growth metrics, market expansion, or competitive positioning; it is a technical and scientific explainer." }, "FVS-009": { "exhibits": false, "reasoning": "While the document discusses limitations (computational irreducibility, training limits), it does not systematically organize around risk or failure modes as a dominant frame." }, "FVS-010": { "exhibits": true, "reasoning": "The document covers many dimensions (architecture, training, embeddings, semantics, limits) but the analytical weight is heavily concentrated on the technical mechanics of how ChatGPT works, with limitations and societal implications receiving only brief mentions." }, "FVS-011": { "exhibits": false, "reasoning": "The document does not analyze stakeholders, who benefits, who bears costs, or whose perspective is represented; it is purely a technical explainer with no stakeholder dimension." }, "FVS-012": { "exhibits": false, "reasoning": "The document explicitly and repeatedly surfaces uncertainty ('we don't know,' 'no theoretical reason,' 'it's just lore,' 'voodoo'), making the uncertainty frame a genuine structural feature rather than an absence." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as authoritative oracle knowledge; it consistently hedges, uses qualifiers, and acknowledges gaps in understanding throughout." }, "FVS-014": { "exhibits": true, "reasoning": "The document is predominantly present-focused on ChatGPT as it exists in early 2023, with historical context used selectively and future possibilities framed speculatively, making structural changes in the field before or after this moment largely invisible." }, "FVS-015": { "exhibits": false, "reasoning": "The document does not organize around efficiency, cost reduction, or productivity gains; it is a scientific and technical explainer focused on understanding mechanisms." }, "FVS-016": { "exhibits": false, "reasoning": "The document makes few specific citations and does not use citation-like language to manufacture authority; claims are hedged rather than backed by fabricated or misused references." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not present multiple competing perspectives with false equivalence; it presents a single technical explanation with acknowledged uncertainties." }, "FVS-018": { "exhibits": true, "reasoning": "The document begins with the broad question of what ChatGPT is doing and why it works, but progressively narrows to technical architecture details (attention heads, embedding vectors, transformer layers) with the broader 'why' question receiving only speculative treatment at the end." }, "FVS-019": { "exhibits": true, "reasoning": "The document constructs a highly coherent narrative arc from simple probability to neural nets to transformers to semantic laws, where the smooth logical flow creates an impression of completeness that masks significant gaps in actual scientific understanding of why these systems work." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates from an implicit 'computational language and scientific discovery' frame (Wolfram's own research agenda) that shapes which conclusions are reachable, but this frame is never named or examined as a frame." } }, "a08_arxiv_gpt3": { "FVS-001": { "exhibits": false, "reasoning": "This is an abstract of a single paper, not an iterative analytical session; no frame-refinement loop is visible." }, "FVS-002": { "exhibits": true, "reasoning": "The abstract is polished and confident in tone, presenting GPT-3's capabilities fluently while glossing over limitations in a single subordinate clause." }, "FVS-003": { "exhibits": false, "reasoning": "The document does not discuss user attribution of model behavior to identity; it is a research abstract about model capabilities." }, "FVS-004": { "exhibits": false, "reasoning": "No human-AI interaction loop or default-geometry dynamic is described or exhibited in the text." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not discuss layered system attribution; it is a technical abstract, not a user-interaction analysis." }, "FVS-006": { "exhibits": false, "reasoning": "No role or identity framing is applied to the model or the reader in this document." }, "FVS-007": { "exhibits": false, "reasoning": "The abstract does not use failure-condition framing as an analytical lever; it briefly notes where GPT-3 struggles but does not structure analysis around failure specification." }, "FVS-008": { "exhibits": true, "reasoning": "The abstract is organized around scaling gains, benchmark competitiveness, and upward performance trajectory, with limitations mentioned only briefly at the end." }, "FVS-009": { "exhibits": false, "reasoning": "While the abstract briefly mentions failure cases and societal impacts, it does not systematically organize information around risk or failure modes." }, "FVS-010": { "exhibits": true, "reasoning": "The abstract mentions struggles and methodological issues in passing but devotes the bulk of its content to positive performance claims, creating an illusion of balanced coverage." }, "FVS-011": { "exhibits": false, "reasoning": "The abstract does not analyze stakeholder impacts or ask 'for whom'; it focuses on model performance metrics." }, "FVS-012": { "exhibits": false, "reasoning": "The abstract does not surface uncertainty about its claims; performance results are presented as established findings without confidence intervals or contested interpretations." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as an oracle for the reader; it is a research abstract presenting empirical findings." }, "FVS-014": { "exhibits": true, "reasoning": "The abstract is future-projected and present-focused, framing GPT-3's capabilities as a breakthrough moment while making the history of prior NLP scaling failures invisible." }, "FVS-015": { "exhibits": false, "reasoning": "The abstract does not frame GPT-3 primarily in terms of cost reduction or efficiency optimization; it focuses on task performance and few-shot learning." }, "FVS-016": { "exhibits": false, "reasoning": "The abstract does not cite external sources or use citation-like language to establish credibility; it presents its own experimental results." }, "FVS-017": { "exhibits": false, "reasoning": "The abstract does not present multiple competing perspectives; it reports findings from a single study without balancing against alternative views." }, "FVS-018": { "exhibits": true, "reasoning": "The abstract begins with the broad question of human-like few-shot learning but narrows to GPT-3's benchmark performance, treating the narrower scope as if it answers the broader question." }, "FVS-019": { "exhibits": true, "reasoning": "The abstract tells a coherent narrative arc\u2014problem, solution, results, caveats, implications\u2014that flows logically and feels authoritative, masking the thinness of the caveats section." }, "FVS-020": { "exhibits": true, "reasoning": "The abstract operates entirely within a capability-scaling frame without naming or questioning it, making alternative frames (e.g., risk, stakeholder, uncertainty) invisible by default." } }, "a09_arxiv_foundation_models": { "FVS-001": { "exhibits": false, "reasoning": "The document does not show iterative refinement within a single locked frame; it explicitly names both opportunities and risks as co-equal organizing axes." }, "FVS-002": { "exhibits": true, "reasoning": "The abstract is polished and confident in tone, presenting sweeping claims about paradigm shifts and emergent capabilities without epistemic hedging or sourced evidence in the excerpt." }, "FVS-003": { "exhibits": false, "reasoning": "The document does not discuss AI model identity attribution or prompt effects; it is a research report, not a user-interaction analysis." }, "FVS-004": { "exhibits": false, "reasoning": "The document does not exhibit the bilateral human-AI default loop; it is a structured academic report with deliberate framing choices." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not discuss system attribution errors or the layered sources of AI behavior from a user perspective." }, "FVS-006": { "exhibits": false, "reasoning": "Identity framing asymmetry is not a feature of this document; it does not involve role assignment or identity-based prompting." }, "FVS-007": { "exhibits": false, "reasoning": "The document does not use failure-condition framing as an analytical lever; it structures content around opportunities and risks categorically." }, "FVS-008": { "exhibits": true, "reasoning": "The document foregrounds 'opportunities,' 'capabilities,' and 'powerful leverage' of foundation models, organizing much of its framing around the growth and expansion narrative of AI." }, "FVS-009": { "exhibits": true, "reasoning": "The document explicitly includes risks\u2014homogenization, defect inheritance, misuse, inequity, environmental impact\u2014as a co-equal structural axis alongside opportunities." }, "FVS-010": { "exhibits": true, "reasoning": "The abstract lists many analytical dimensions (capabilities, applications, societal impact, risks) but the excerpt's density is weighted toward capability enumeration, with risks mentioned more briefly, suggesting completeness by category rather than by analytical depth." }, "FVS-011": { "exhibits": true, "reasoning": "The document references societal impact dimensions including inequity, economic impact, and legal/ethical considerations, gesturing toward a stakeholder frame, though the primary lens remains the research/developer community." }, "FVS-012": { "exhibits": true, "reasoning": "The document explicitly acknowledges uncertainty: 'we currently lack a clear understanding of how they work, when they fail, and what they are even capable of due to their emergent properties.'" }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as an oracle; it calls for interdisciplinary research and acknowledges gaps in understanding, which is the opposite of oracle posture." }, "FVS-014": { "exhibits": true, "reasoning": "The document is predominantly future-projected, framing foundation models as an 'impending' paradigm shift and emphasizing what they will do, making the historical trajectory of AI hype cycles invisible." }, "FVS-015": { "exhibits": false, "reasoning": "The document does not organize its analysis around efficiency, cost reduction, or productivity optimization; its frame is capability and societal impact." }, "FVS-016": { "exhibits": false, "reasoning": "The document names specific models (BERT, DALL-E, GPT-3) as illustrative examples rather than as citation-based evidence for specific claims, and does not fabricate or misattribute sources in the excerpt." }, "FVS-017": { "exhibits": false, "reasoning": "The document does not present competing perspectives on whether foundation models are beneficial vs. harmful with false equivalence; it treats both as real and co-present rather than as opposing sides to balance." }, "FVS-018": { "exhibits": true, "reasoning": "The abstract begins with a broad framing ('AI is undergoing a paradigm shift') but the analytical scope narrows progressively to foundation models specifically, treating this subset as representative of AI broadly without flagging the narrowing." }, "FVS-019": { "exhibits": true, "reasoning": "The abstract constructs a highly coherent narrative arc\u2014paradigm shift, emergent capabilities, homogenization risk, knowledge gap, interdisciplinary solution\u2014that flows logically but whose coherence is architectural rather than empirically grounded in the excerpt." }, "FVS-020": { "exhibits": true, "reasoning": "The document operates from an implicit techno-optimist research frame that treats foundation models as the central object of inquiry without surfacing that this framing itself shapes which questions are askable." } }, "a04_pg_cities_and_ambition": { "FVS-001": { "exhibits": false, "reasoning": "This is a single human-authored essay, not an iterative AI refinement process; no frame-locking through successive analytical passes is present." }, "FVS-002": { "exhibits": true, "reasoning": "The essay is highly fluent and confident in tone (e.g., 'Cambridge seems to be the intellectual capital of the world') while relying almost entirely on personal anecdote and assertion rather than verifiable evidence." }, "FVS-003": { "exhibits": false, "reasoning": "The document is a human-authored essay with no AI model attribution or prompt-effect dynamics present." }, "FVS-004": { "exhibits": false, "reasoning": "No AI interaction loop or bilateral human-AI default geometry is present; this is a standalone human essay." }, "FVS-005": { "exhibits": false, "reasoning": "No AI system layers or attribution errors are relevant to this human-written document." }, "FVS-006": { "exhibits": false, "reasoning": "No identity framing or role assignment to an AI system appears anywhere in the document." }, "FVS-007": { "exhibits": false, "reasoning": "The essay does not use failure-condition framing as an analytical device; it makes positive claims about cities and ambition." }, "FVS-008": { "exhibits": true, "reasoning": "The essay consistently organizes its analysis around ambition, achievement, and upward striving as the primary lens, treating these as the defining virtues of great cities without questioning the frame itself." }, "FVS-009": { "exhibits": false, "reasoning": "The essay does not systematically examine risks, failure modes, or vulnerabilities; it is oriented toward opportunity and aspiration." }, "FVS-010": { "exhibits": true, "reasoning": "The essay lists many city 'messages' (wealth, style, fame, class, etc.) giving an impression of comprehensive coverage, but the analytical weight is heavily concentrated on intellectual ambition and Cambridge, with other cities receiving only cursory treatment." }, "FVS-011": { "exhibits": false, "reasoning": "The essay does not examine who bears costs or benefits from city dynamics; it focuses on the ambitious individual's experience rather than stakeholder distribution." }, "FVS-012": { "exhibits": true, "reasoning": "The essay presents highly confident claims (e.g., 'Cambridge seems to be the intellectual capital of the world,' Forbes 400 ratio as evidence of New York's decline) without acknowledging the thinness of the evidence base or alternative interpretations." }, "FVS-013": { "exhibits": false, "reasoning": "The document is a human essay, not AI output, and does not position itself in a way that specifically reinforces oracle-mode reading dynamics beyond normal authorial confidence." }, "FVS-014": { "exhibits": true, "reasoning": "The essay anchors primarily in the present moment (2008) while selectively invoking historical examples (Leonardo, Impressionists, 100-years-ago comparisons) to validate present-day claims, making structural future changes largely invisible." }, "FVS-015": { "exhibits": false, "reasoning": "The essay does not organize information around efficiency, cost reduction, optimization, or productivity metrics; its frame is cultural and aspirational." }, "FVS-016": { "exhibits": false, "reasoning": "The essay cites one concrete data point (Forbes 400 ratios) and a few named examples, but does not rely on citation-like language or fabricated authority as a credibility mechanism." }, "FVS-017": { "exhibits": false, "reasoning": "The essay does not attempt to present balanced perspectives; it openly advocates for Cambridge and intellectual ambition without pretending to give equal weight to competing views." }, "FVS-018": { "exhibits": true, "reasoning": "The essay begins with the broad question of what messages great cities send, but gradually narrows to focus predominantly on Cambridge/Boston as the intellectual ideal, treating that specific case as the answer to the general question." }, "FVS-019": { "exhibits": true, "reasoning": "The essay constructs a highly coherent narrative arc\u2014cities send messages, messages shape ambition, ambition clusters geographically, therefore choose your city carefully\u2014that feels logically tight despite resting almost entirely on anecdote and assertion." }, "FVS-020": { "exhibits": true, "reasoning": "The essay operates entirely within an 'ambitious individual seeking greatness' frame without naming or questioning it, making alternative frames (e.g., community wellbeing, structural inequality, non-Western cities) completely invisible." } }, "a05_pg_how_you_know": { "FVS-001": { "exhibits": false, "reasoning": "The essay explores a single idea but does not iteratively refine a frame with increasing confidence; it presents one insight and draws implications from it without deepening lock-in." }, "FVS-002": { "exhibits": true, "reasoning": "The essay is written in polished, fluent prose that lends an air of authority to speculative claims (e.g., future memory-editing technology) without epistemic sourcing or evidence." }, "FVS-003": { "exhibits": false, "reasoning": "The document makes no reference to AI model identity or prompt attribution; it is a personal essay about memory and learning." }, "FVS-004": { "exhibits": false, "reasoning": "The document is not an AI-generated response shaped by prompt-default loops; it is a human-authored essay with a deliberate, non-default thesis." }, "FVS-005": { "exhibits": false, "reasoning": "The document does not involve AI system layers or user-model attribution dynamics in any way." }, "FVS-006": { "exhibits": false, "reasoning": "No identity or role framing is present in the document; it is a first-person reflective essay." }, "FVS-007": { "exhibits": false, "reasoning": "The essay does not use failure framing as an analytical or rhetorical device; it is structured around a positive insight rather than failure conditions." }, "FVS-008": { "exhibits": false, "reasoning": "The essay is not organized around growth metrics, market expansion, or business trajectory; it is a philosophical reflection on memory and learning." }, "FVS-009": { "exhibits": false, "reasoning": "The essay does not systematically examine risks, vulnerabilities, or failure modes; it is optimistic and forward-looking in tone." }, "FVS-010": { "exhibits": false, "reasoning": "The essay does not claim comprehensive analytical coverage; it is explicitly a focused personal reflection on one idea and its implications." }, "FVS-011": { "exhibits": false, "reasoning": "The essay does not analyze stakeholders, beneficiaries, or cost-bearers; it is a first-person epistemological reflection." }, "FVS-012": { "exhibits": true, "reasoning": "The essay presents speculative claims about future technology (reliving and editing experiences) with confident, matter-of-fact language and no acknowledgment of uncertainty or contested assumptions." }, "FVS-013": { "exhibits": false, "reasoning": "The document does not position itself as authoritative AI output; it is a personal essay that explicitly frames its claims as personal realizations and opinions." }, "FVS-014": { "exhibits": true, "reasoning": "The essay is future-projected in its closing section, treating speculative technological possibilities as a natural extension of the present without examining historical precedents for such predictions being wrong." }, "FVS-015": { "exhibits": false, "reasoning": "The essay does not organize information around efficiency, optimization, or productivity metrics; its frame is epistemological rather than operational." }, "FVS-016": { "exhibits": false, "reasoning": "The essay cites Hilbert via Reid's biography in a legitimate, traceable way; it does not use citation-like language to manufacture false authority." }, "FVS-017": { "exhibits": false, "reasoning": "The essay does not present multiple competing perspectives with equal weight; it argues a single thesis without pretending to balance opposing views." }, "FVS-018": { "exhibits": false, "reasoning": "The essay begins and ends at roughly the same scope\u2014personal epistemology and memory\u2014without narrowing to a sub-question while pretending to answer the original." }, "FVS-019": { "exhibits": true, "reasoning": "The essay constructs a highly coherent narrative arc (forgetting \u2192 compiled model \u2192 implications \u2192 future technology) that feels conclusive despite resting on an unverified central metaphor and speculative extrapolations." }, "FVS-020": { "exhibits": true, "reasoning": "The essay operates entirely within an individualist, cognitivist frame (mind as compiled program, learning as model-updating) without acknowledging that this is one frame among others for understanding memory and knowledge." } } }, "call_meta": { "a01_altman_intelligence_age": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 4727, "output_tokens": 1037, "stop_reason": "end_turn" }, "a02_fomc_march_2026": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 3823, "output_tokens": 935, "stop_reason": "end_turn" }, "b01_nvidia_investment": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 3984, "output_tokens": 1058, "stop_reason": "end_turn" }, "b02_automation_policy": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 3997, "output_tokens": 1064, "stop_reason": "end_turn" }, "b03_social_media_adolescents": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 4018, "output_tokens": 1058, "stop_reason": "end_turn" }, "b04_llm_customer_support": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 3991, "output_tokens": 1100, "stop_reason": "end_turn" }, "b05_remote_work_productivity": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 3956, "output_tokens": 1004, "stop_reason": "end_turn" }, "b06_quantum_computing_outlook": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 4008, "output_tokens": 1057, "stop_reason": "end_turn" }, "c01_wikipedia_semaglutide": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 4873, "output_tokens": 943, "stop_reason": "end_turn" }, "c02_wikipedia_eu_ai_act": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 4549, "output_tokens": 954, "stop_reason": "end_turn" }, "c03_wikipedia_quantum_supremacy": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 4251, "output_tokens": 1045, "stop_reason": "end_turn" }, "c04_wikipedia_ubi": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 4564, "output_tokens": 1084, "stop_reason": "end_turn" }, "a03_pg_how_to_do_great_work": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 18369, "output_tokens": 1092, "stop_reason": "end_turn" }, "b07_traditional_publishing": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 3964, "output_tokens": 1116, "stop_reason": "end_turn" }, "b08_ai_medical_ethics": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 3983, "output_tokens": 1022, "stop_reason": "end_turn" }, "b09_online_degrees": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 3988, "output_tokens": 1036, "stop_reason": "end_turn" }, "b10_carbon_accounting": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 3983, "output_tokens": 1019, "stop_reason": "end_turn" }, "c05_wikipedia_nuclear_fusion": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 4849, "output_tokens": 979, "stop_reason": "end_turn" }, "c06_wikipedia_inflation": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 4349, "output_tokens": 1012, "stop_reason": "end_turn" }, "c07_wikipedia_climate_mitigation": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 4416, "output_tokens": 1125, "stop_reason": "end_turn" }, "c08_wikipedia_genai": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 4704, "output_tokens": 1064, "stop_reason": "end_turn" }, "c09_wikipedia_gerrymandering": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 4409, "output_tokens": 1054, "stop_reason": "end_turn" }, "c10_wikipedia_microplastic": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 4673, "output_tokens": 1117, "stop_reason": "end_turn" }, "a06_wolfram_chatgpt": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 36965, "output_tokens": 1098, "stop_reason": "end_turn" }, "a08_arxiv_gpt3": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 3781, "output_tokens": 944, "stop_reason": "end_turn" }, "a09_arxiv_foundation_models": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 3692, "output_tokens": 1095, "stop_reason": "end_turn" }, "a04_pg_cities_and_ambition": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 7922, "output_tokens": 1075, "stop_reason": "end_turn" }, "a05_pg_how_you_know": { "model_requested": "claude-sonnet-4-6", "model_served": "claude-sonnet-4-6", "input_tokens": 4191, "output_tokens": 996, "stop_reason": "end_turn" } } }