{
  "schema_version": "0.1",
  "catalog_version": "0.2",
  "source_document": "A Field Guide to Bad-Faith Rhetorical Techniques",
  "publication": "Main Street Independent",
  "license": "CC0-1.0",
  "last_updated": "2026-05-09",
  "principles": {
    "documentation_threshold": "Report a technique as in use only when (a) the triggering pattern is documented from primary sources, (b) the pattern matches the scholarly definition (not a colloquial extension), (c) falsification conditions are not met by available evidence.",
    "what_to_report": "Report the pattern and attribute the categorization to its scholarly source. Do not assert speaker mental state. Identifying a behavior pattern is a factual claim; attributing motive is editorial judgment and must be explicitly flagged as such.",
    "partial_match_handling": "Report the documented features and note that the pattern is incomplete; do not apply the label tentatively.",
    "contested_match_handling": "Report the contestation: which scholars identify the technique, which dispute it, on what grounds.",
    "consistency_standard": "Apply the same criteria across speakers regardless of political alignment."
  },
  "categories": [
    "formal_fallacy",
    "informal_fallacy",
    "frame_manipulation",
    "coordinated_pattern"
  ],
  "techniques": [
    {
      "id": "affirming_consequent",
      "name": "Affirming the consequent",
      "category": "formal_fallacy",
      "definition": "Inferring the antecedent from the consequent: from 'if P then Q' and 'Q,' concluding 'P.' Invalid because Q can have causes other than P.",
      "scholarly_source": "Aristotle, Sophistical Refutations; Walton, Informal Logic; Govier, A Practical Study of Argument",
      "detection_signals": [
        "Conditional reasoning that identifies a specific cause from an observed effect without ruling out alternatives",
        "Linguistic markers: 'if X were true, we would see Y; we see Y; therefore X'"
      ],
      "falsification": "The speaker explicitly considers and rules out alternative causes of the consequent, OR the conditional is meant abductively (inference to best explanation) rather than deductively.",
      "documented_examples": [
        "Post-2020 'stop the steal' arguments: 'if the election had been stolen, we would expect late-night vote spikes; we saw late-night vote spikes; therefore the election was stolen' — ignoring that mail-in ballots were counted later under state laws."
      ],
      "journalistic_template": "The argument exhibits the formal pattern logicians call 'affirming the consequent': from 'if X were true, we would expect Y' and 'we observe Y,' the speaker concludes 'X is true,' without ruling out alternative explanations of Y."
    },
    {
      "id": "denying_antecedent",
      "name": "Denying the antecedent",
      "category": "formal_fallacy",
      "definition": "From 'if P then Q' and 'not P,' concluding 'not Q.' Invalid because Q may follow from causes other than P.",
      "scholarly_source": "Aristotle; Walton, Informal Logic",
      "detection_signals": [
        "A conditional, a denial of its antecedent, and a conclusion denying the consequent",
        "Common in policy debates that treat a single causal pathway as the only one"
      ],
      "falsification": "The conditional is meant biconditionally ('if and only if') and the speaker has elsewhere stated the biconditional reading.",
      "documented_examples": [
        "'If we passed the law, crime would drop; we didn't pass the law; therefore crime won't drop.'"
      ],
      "journalistic_template": "The argument denies the antecedent: 'if X, then Y; not X; therefore not Y' — invalid because Y can follow from causes other than X."
    },
    {
      "id": "undistributed_middle",
      "name": "Undistributed middle",
      "category": "formal_fallacy",
      "definition": "Categorical syllogism in which the middle term is not distributed in either premise: 'All A are B; all C are B; therefore all C are A.'",
      "scholarly_source": "Aristotle; Copi, Introduction to Logic",
      "detection_signals": [
        "Two premises sharing a property between dissimilar groups, concluding similarity of the groups",
        "Often surfaces in analogies that trade on the same defective inference pattern"
      ],
      "falsification": "The speaker is making an explicitly inductive argument from family resemblance rather than a categorical claim.",
      "documented_examples": [
        "'Authoritarians control the media; this administration is criticizing the media; therefore this administration is authoritarian.'"
      ],
      "journalistic_template": "The argument relies on an undistributed middle: shared property [P] does not establish identity between [groups]."
    },
    {
      "id": "begging_question",
      "name": "Begging the question (petitio principii)",
      "category": "formal_fallacy",
      "definition": "An argument whose conclusion is presupposed in its premises.",
      "scholarly_source": "Aristotle, Prior Analytics II.16, Topics VIII.13; Walton, Begging the Question (1991)",
      "detection_signals": [
        "Premises that, when examined, contain the conclusion in slightly different language",
        "Persuasive force depends on a definitional move ('a real American would never...') that smuggles in the contested point"
      ],
      "falsification": "The apparent circularity reflects a stipulative definition the speaker has flagged as such.",
      "documented_examples": [
        "'Voter fraud is rampant because dishonest people are casting illegal ballots in large numbers.'"
      ],
      "journalistic_template": "The argument is circular in the technical sense logicians call petitio principii: the conclusion is presupposed in the premise."
    },
    {
      "id": "equivocation",
      "name": "Equivocation",
      "category": "formal_fallacy",
      "definition": "Using a single term in two distinct senses across an argument.",
      "scholarly_source": "Aristotle, Sophistical Refutations; Walton, Equivocation; pragma-dialectics language-use rule",
      "detection_signals": [
        "A key term shifts meaning between premises or between premise and conclusion"
      ],
      "falsification": "The speaker explicitly disambiguates the term and the argument can be reconstructed under a single sense.",
      "documented_examples": [
        "'Theory' in evolution debates — colloquial 'guess' vs. scientific 'well-substantiated explanation'",
        "'Freedom' (negative liberty vs. capability)",
        "'Discrimination' (any differential treatment vs. invidious differential treatment)",
        "'Socialism' (Scandinavian welfare state vs. state ownership of means of production)"
      ],
      "journalistic_template": "The argument equivocates on '[term]': in the first premise it means [X]; in the conclusion, [Y]."
    },
    {
      "id": "composition_division",
      "name": "Composition and division",
      "category": "formal_fallacy",
      "definition": "Composition: inferring a property of the whole from a property of the parts. Division: the reverse.",
      "scholarly_source": "Aristotle, Sophistical Refutations; van Eemeren and Garssen",
      "detection_signals": [
        "Aggregative claims about groups derived from claims about individuals (or vice versa) without warrant",
        "Common in macroeconomic argument and in claims about national-population character"
      ],
      "falsification": "The property at issue is genuinely additive or distributive (mass, financial cost summed across line items).",
      "documented_examples": [
        "'Each tax cut would benefit some family; therefore the package benefits families.'",
        "'The country is rich; therefore its citizens are rich.'"
      ],
      "journalistic_template": "The argument commits the fallacy of composition: that each [part] has [property] does not entail that the [whole] has [property]."
    },
    {
      "id": "false_dichotomy",
      "name": "False dichotomy / false dilemma",
      "category": "formal_fallacy",
      "definition": "Presenting two options as exhaustive when others exist.",
      "scholarly_source": "Walton, Informal Logic",
      "detection_signals": [
        "'Either X or Y,' 'we must choose between X and Y,' 'if not X, then Y,' where reasonable third options are unmentioned"
      ],
      "falsification": "The speaker explicitly brackets a third option as out of scope for the immediate decision, OR the situation is genuinely binary.",
      "documented_examples": [
        "'You're either with us or you're with the terrorists' (G.W. Bush, Joint Session of Congress, 2001-09-20)",
        "Immigration framed as 'open borders' vs. a wall",
        "Police reform framed as 'defund' vs. status quo"
      ],
      "journalistic_template": "The framing presents a false dichotomy. The choice between [X] and [Y] is not exhaustive; [Z] is also available."
    },
    {
      "id": "hasty_generalization",
      "name": "Hasty generalization",
      "category": "formal_fallacy",
      "definition": "Drawing a general conclusion from a sample too small or unrepresentative to support it.",
      "scholarly_source": "Govier, A Practical Study of Argument; Walton, argumentation schemes for inductive generalization",
      "detection_signals": [
        "Generalization supported by anecdote or a salient single case",
        "Absence of rate, base-rate, or denominator language"
      ],
      "falsification": "The speaker has cited representative data and the apparent anecdote is illustrative of a documented pattern.",
      "documented_examples": [
        "'I know someone on welfare who drives a Cadillac; the welfare system is corrupt.'"
      ],
      "journalistic_template": "The argument generalizes from [N small number] of cases to a population of [larger]; this is the pattern logicians call hasty generalization."
    },
    {
      "id": "ad_hominem",
      "name": "Ad hominem (and varieties)",
      "category": "informal_fallacy",
      "definition": "Attacking the speaker rather than the argument. Has multiple varieties: abusive (direct insult substituted for argument), circumstantial (discrediting via arguer's situation/interests), tu quoque ('you also'), poisoning the well (preemptively discrediting), genetic fallacy (dismissing claim by reference to its origin).",
      "scholarly_source": "Walton, Ad Hominem Arguments (1998); Walton, Argumentation (1998); Walton, Poisoning the Well (Argumentation 20:3, 2006)",
      "detection_signals": [
        "Negative characterization of the speaker (rather than counter-evidence) does the persuasive work",
        "Linguistic markers: 'of course X says that, he's a Y'; 'you can't trust anything from Z'; characterological adjectives in place of substantive rebuttal"
      ],
      "falsification": "The personal claim is dialectically relevant (e.g., disclosing undisclosed financial interest of a witness) AND is offered alongside, not instead of, engagement with the argument.",
      "varieties": [
        {"name": "Abusive ad hominem", "definition": "Direct insult substituted for argument."},
        {"name": "Circumstantial ad hominem", "definition": "Discrediting an argument by reference to the arguer's situation or interests."},
        {"name": "Tu quoque", "definition": "Dismissing an argument because the arguer is alleged to have violated the same principle."},
        {"name": "Poisoning the well", "definition": "Preemptively discrediting a future arguer so nothing they say will be heard fairly."},
        {"name": "Genetic fallacy", "definition": "Dismissing a claim by reference to its origin rather than its merits."}
      ],
      "journalistic_template": "The response substitutes characterization of [speaker] for engagement with [the argument's substance]."
    },
    {
      "id": "strawman",
      "name": "Strawman",
      "category": "informal_fallacy",
      "definition": "Misrepresenting an interlocutor's position to make it easier to refute. Pragma-dialectics treats this as a violation of the standpoint rule. Two forms: representational (caricaturing what the opponent said) and selectional (treating an unrepresentative member of an opposing camp as standing in for all).",
      "scholarly_source": "Pragma-dialectics standpoint rule; Talisse and Aikin, Two Forms of the Straw Man (Argumentation 20:3, 2006)",
      "detection_signals": [
        "Documented divergence between what the original speaker said and what is attributed to them",
        "Mechanical criterion: identify original statement, identify the characterization, compare"
      ],
      "falsification": "The original speaker's statement is genuinely ambiguous and the characterization captures one defensible reading.",
      "documented_examples": [
        "'Defund the police' characterized as advocacy for abolition of all law enforcement",
        "Universal-healthcare proposals characterized as 'death panels' (Sarah Palin, August 2009, on the ACA's end-of-life counseling provision)",
        "Restrictions on abortion characterized as 'banning women's healthcare'"
      ],
      "journalistic_template": "[Speaker] characterized [original speaker's] position as [X]; the original statement, in [source], reads [Y]."
    },
    {
      "id": "whataboutism",
      "name": "Whataboutism",
      "category": "informal_fallacy",
      "definition": "A subspecies of tu quoque: critique deflected by introducing an alleged inconsistency or comparable fault on the critic's side, without engaging the original critique.",
      "scholarly_source": "Term popularized by The Economist (2008); Yablokov, Fortress Russia (2018); Yablokov & Chatterje-Doody, Russia Today and Conspiracy Theories (2021)",
      "detection_signals": [
        "A criticizes B; B's response cites an alleged comparable fault by A or A's allies, without engaging the substance",
        "Linguistic markers: 'What about...,' 'But you also...,' 'Where was the outrage when....'"
      ],
      "falsification": "The speaker explicitly engages the original critique and offers the comparable case as evidence of consistency rather than as deflection.",
      "documented_examples": [
        "Soviet 'And you are lynching Negroes' deflection (a long-running Cold War propaganda trope)",
        "Trump-era family-separation defenders pointing to Obama-era detention",
        "Defenders of January 6 pointing to 2020 protest property destruction (and vice versa)",
        "RT/Sputnik systematic deployment in international broadcasting (Yablokov)"
      ],
      "journalistic_template": "The response employs the deflective pattern The Economist termed 'whataboutism': introducing [B's alleged comparable fault] without addressing [the original critique]."
    },
    {
      "id": "motte_and_bailey",
      "name": "Motte-and-bailey",
      "category": "informal_fallacy",
      "definition": "Advancing a controversial claim (the bailey) and, when challenged, retreating to a related but far weaker and easily defended claim (the motte), then resuming the controversial claim once the challenge has subsided.",
      "scholarly_source": "Shackel, The Vacuity of Postmodernist Methodology, Metaphilosophy 36:3 (2005), 295–320; popularized by Scott Alexander (2014)",
      "detection_signals": [
        "Documentation of all three moves: strong claim, retreat to weaker claim under challenge, subsequent resumption of strong claim",
        "Without all three, the move could be honest clarification rather than motte-and-bailey"
      ],
      "falsification": "The speaker, having retreated to the motte, sustains the retreat — abandons the bailey rather than returning to it.",
      "documented_examples": [
        "'All lives matter' as retreat from arguments dismissing critiques of police violence",
        "'We just want a conversation' as retreat from substantive policy claims",
        "'Drain the swamp' as retreat from specific accusations against named officials"
      ],
      "journalistic_template": "The argument exhibits the motte-and-bailey pattern Shackel identified in 2005: the strong claim [X] is advanced; under challenge, the speaker retreats to [Y]; in subsequent statements, [X] resumes."
    },
    {
      "id": "gish_gallop",
      "name": "Gish gallop",
      "category": "informal_fallacy",
      "definition": "Overwhelming an opponent with a rapid sequence of weak or false claims, more than can be rebutted in time available, so that unrebutted claims carry residual persuasive force.",
      "scholarly_source": "Eugenie Scott, National Center for Science Education (1994), in honor of creationist debater Duane Gish",
      "detection_signals": [
        "High claim density per unit time",
        "Minimal evidentiary support for individual claims",
        "Resistance to follow-up questions on specific items",
        "Use of format's time pressure to forestall verification"
      ],
      "falsification": "The claims, however numerous, are well-substantiated, OR the format genuinely affords time for engagement and the speaker has done so.",
      "documented_examples": [
        "Political debate performances repeatedly identified by PolitiFact, the Washington Post Fact Checker, and Glenn Kessler",
        "Podcast/broadcast practitioners advancing dozens of contested claims per episode"
      ],
      "journalistic_template": "The performance exhibits what NCSE's Eugenie Scott in 1994 named the 'Gish gallop': [N] distinct contested claims in [time], at a rate exceeding feasible rebuttal."
    },
    {
      "id": "no_true_scotsman",
      "name": "No True Scotsman",
      "category": "informal_fallacy",
      "definition": "Ad hoc redefinition of a category to exclude counter-examples.",
      "scholarly_source": "Antony Flew, Thinking About Thinking (1975); Walton, Informal Logic; Govier, Practical Study",
      "detection_signals": [
        "Redefinition invoked specifically in response to counter-example",
        "The redefinition has not been operative in the speaker's prior usage"
      ],
      "falsification": "The redefinition tracks a publicly available, prior-stated definition (e.g., a denomination's published doctrinal standards).",
      "documented_examples": [
        "'Real Republicans don't support that policy' — uttered after a documented Republican supports the policy",
        "'No real Christian would...' (canonical pattern)",
        "'No true American...' arguments and ideological purity tests across the spectrum"
      ],
      "journalistic_template": "The response employs the redefinitional move philosophers call 'No True Scotsman': in response to [counter-example], the category is redefined to exclude it."
    },
    {
      "id": "appeal_to_nature_tradition_popularity",
      "name": "Appeal to nature, tradition, popularity",
      "category": "informal_fallacy",
      "definition": "Three related fallacies: arguing that something is good because natural (or bad because unnatural); good because traditional (or bad because novel); good because popular (or bad because unpopular). Misuse of argumentum ad antiquitatem, ad populum, and ad naturam — schemes that have legitimate defeasible uses but become fallacious when treated as conclusive.",
      "scholarly_source": "Walton, argumentation-scheme treatment",
      "detection_signals": [
        "Argument structures turning on categorial property (natural / traditional / popular) without independent normative argument linking that property to the contested conclusion"
      ],
      "falsification": "The speaker has supplied independent reason connecting the natural/traditional/popular property to the conclusion.",
      "documented_examples": [],
      "journalistic_template": "The argument relies on an appeal to [nature/tradition/popularity], offered as conclusive without independent argument linking the property to the conclusion."
    },
    {
      "id": "slippery_slope",
      "name": "Slippery slope",
      "category": "informal_fallacy",
      "definition": "Argument that a proposed action will lead, by an unbroken causal chain, to some unacceptable consequence. Walton distinguishes fallacious slippery-slope (assertion of chain without evidence for each link) from legitimate arguments from precedent and consequence (each link supported).",
      "scholarly_source": "Walton, Slippery Slope Arguments (1992)",
      "detection_signals": [
        "Speaker asserts the chain without evidence for each link",
        "Terminal consequence is rhetorically vivid"
      ],
      "falsification": "The speaker has supplied evidence for each causal link — documented historical precedents, empirical studies of the proposed mechanism, or institutional analysis.",
      "documented_examples": [],
      "journalistic_template": "The argument advances a slippery-slope chain from [X] to [terminal Y] without supporting evidence for the intermediate links."
    },
    {
      "id": "red_herring",
      "name": "Red herring",
      "category": "informal_fallacy",
      "definition": "Introduction of irrelevant material to divert attention from the issue at hand. Aristotle's ignoratio elenchi.",
      "scholarly_source": "Aristotle, ignoratio elenchi; Walton, Relevance in Argumentation (2004); pragma-dialectics relevance rule",
      "detection_signals": [
        "Topic shift after a challenge, where the new topic does not address the challenge",
        "Absence of return to the original issue"
      ],
      "falsification": "The apparent digression is supplied as supporting argument for the original claim AND the speaker returns to the original issue.",
      "documented_examples": [],
      "journalistic_template": "The response shifts to [unrelated topic] without addressing [the original challenge]."
    },
    {
      "id": "manufactured_controversy",
      "name": "Manufactured controversy",
      "category": "frame_manipulation",
      "definition": "Deliberate construction of the appearance of legitimate scientific or factual disagreement where the actual evidentiary position is one of substantial consensus. The 'Tobacco Strategy' generalized.",
      "scholarly_source": "Oreskes & Conway, Merchants of Doubt (Bloomsbury, 2010); Michaels, Doubt Is Their Product (Oxford, 2008); Brown & Williamson 1969 internal memo, 'Doubt is our product...'",
      "detection_signals": [
        "Substantial scientific consensus on the contested claim (typically >95% agreement among publishing experts)",
        "Public-facing rhetoric emphasizing 'ongoing debate' or 'scientific uncertainty'",
        "Funding traces from interested parties to the dissenting voices",
        "Recurrence of the same dissenting voices across multiple 'controversies'"
      ],
      "falsification": "The dissent is in fact substantial within the relevant expert community, OR no funding/coordination trace exists. Genuine scientific minority positions exist and should not be conflated with manufactured controversies.",
      "documented_examples": [
        "Tobacco industry's decades-long campaign on smoking and cancer (post-1998 MSA documents)",
        "ExxonMobil internal vs. external climate communications (InsideClimate News 2015 Pulitzer-finalist; Science 2017)",
        "Vaccine-autism controversy (Wakefield 1998 Lancet, retracted)",
        "Evolution-creationism (Edwards v. Aguillard 1987; Kitzmiller v. Dover 2005)"
      ],
      "journalistic_template": "The pattern matches what Oreskes and Conway document as the 'Tobacco Strategy': promotion of 'uncertainty' against [N%] expert consensus, funded by [interested party]."
    },
    {
      "id": "denialism",
      "name": "Denialism",
      "category": "frame_manipulation",
      "definition": "Employment of rhetorical arguments to give the appearance of legitimate debate where there is none, with the goal of rejecting a proposition on which a scientific consensus exists. Five-element pattern.",
      "scholarly_source": "Diethelm & McKee, European Journal of Public Health 19:1 (2009), 2–4; drawing on the Hoofnagle brothers",
      "detection_signals": [
        "Conspiracy theories (explaining consensus as conspiracy)",
        "Fake experts (promoting authorities whose views are inconsistent with their fields' established knowledge)",
        "Selectivity (citing isolated dissenting papers, ignoring body of evidence)",
        "Impossible expectations (demanding levels of certainty no science can provide)",
        "Misrepresentation and logical fallacies (red herrings, straw men, false analogies)"
      ],
      "falsification": "The dissenting position satisfies normal scientific or evidentiary standards (peer review, transparent methods, reproducible results) and is being suppressed rather than ignored.",
      "documented_examples": [
        "HIV/AIDS denialism (Mbeki government in South Africa; Bateman, S Afr Med J, 2007)",
        "Climate denialism",
        "Tobacco denialism",
        "2020 election denialism"
      ],
      "journalistic_template": "The pattern matches the five-element denialism framework articulated by Diethelm and McKee in 2009: [list of elements present in the case]."
    },
    {
      "id": "frame_engineered_relabeling",
      "name": "Frame-engineered relabeling",
      "category": "frame_manipulation",
      "definition": "Deliberate substitution of one term for another, where the new term carries different connotations, to shift the cognitive frame within which the underlying issue is processed.",
      "scholarly_source": "Frank Luntz, Words That Work (Hyperion, 2007) and the 2002 environmental memo; Lakoff, Don't Think of an Elephant! and Moral Politics; Lakoff & Johnson, Metaphors We Live By (1980)",
      "detection_signals": [
        "Documented term substitution where both terms refer to the same underlying referent",
        "Evidence of deliberate engineering (focus-group testing, internal memos, message-discipline directives)",
        "Measurable difference in audience response to the alternative terms"
      ],
      "falsification": "The term substitution reflects organic evolution of usage rather than coordinated deployment.",
      "documented_examples": [
        "'Death tax' for 'estate tax' (Luntz, GOP Contract with America)",
        "'Personal accounts' for 'private accounts' (2005 Social Security debate, after polling)",
        "'Climate change' for 'global warming' (Luntz 2002 memo)",
        "'Tax relief' (presupposing taxes are an affliction; Lakoff)",
        "'Border security' for various enforcement measures",
        "From the other side: 'reproductive justice,' 'marriage equality,' 'gun safety'"
      ],
      "journalistic_template": "The term '[X]' in place of '[Y]' is the relabeling Frank Luntz documented in his [date] memo; both terms refer to [same referent]."
    },
    {
      "id": "astroturfing",
      "name": "Astroturfing",
      "category": "frame_manipulation",
      "definition": "Simulation of grassroots support through coordinated, often industry-funded organization presenting itself as spontaneous and citizen-led.",
      "scholarly_source": "UCSF Truth Tobacco Industry Documents archive; Fallin, Grana, Glantz, Tobacco Control 23 (2014), 322–331",
      "detection_signals": [
        "Putatively grassroots organization with disproportionately professional infrastructure (DC office, paid staff, polished communications) at founding",
        "Funding traces to interested industries or wealthy donors",
        "Message coordination with industry talking points",
        "Recurring presence of professional organizers across putatively independent local 'chapters'"
      ],
      "falsification": "The organization has demonstrably citizen-driven origins and the funding is consistent with normal nonprofit fundraising patterns.",
      "documented_examples": [
        "Citizens for a Sound Economy (founded 1984 by Charles & David Koch; received >$5.3M from tobacco companies 1991–2004; split into FreedomWorks and Americans for Prosperity in 2004; central role in Tea Party 2009)",
        "American Petroleum Institute 1998 Global Climate Science Communications Plan (leaked to NYT)"
      ],
      "journalistic_template": "The organization presents itself as grassroots; documentation in [source] establishes [funding from interested party] and [coordination with industry messaging]."
    },
    {
      "id": "the_big_lie",
      "name": "The Big Lie",
      "category": "frame_manipulation",
      "definition": "A propaganda technique in which a falsehood so colossal is asserted with such repetition that audiences come to accept it on the assumption that no one would dare fabricate something so grand. Arendt: function is to destroy the audience's capacity to distinguish truth from falsehood.",
      "scholarly_source": "Hitler, Mein Kampf (1925), Chapter 10; Arendt, The Origins of Totalitarianism (1951); USHMM Holocaust Encyclopedia",
      "detection_signals": [
        "Factual assertion demonstrably false at the level of basic, verifiable record",
        "Repeated assertion in the face of clear evidence to the contrary",
        "Magnitude such that the assertion structures the speaker's broader political program",
        "Audiences who, exposed to disconfirming evidence, do not abandon the claim but adapt to maintain it"
      ],
      "falsification": "The underlying claim is empirically contestable rather than determinately false, OR the claim is corrected and retracted by its proponent on contact with disconfirming evidence.",
      "documented_examples": [
        "Post-2020-election claim that the U.S. presidential election was stolen (January 6 Select Committee Final Report)",
        "WWI 'stab in the back' myth in Germany",
        "Kremlin 2022 characterization of Ukraine as a Nazi state requiring 'denazification'"
      ],
      "journalistic_template": "The claim, demonstrably false on the verifiable record, has been repeatedly asserted by [speaker] over [time]; the pattern matches what Arendt analyzed as the 'big lie' technique."
    },
    {
      "id": "galaxy_brain_framing",
      "name": "Galaxy-brain framing",
      "category": "frame_manipulation",
      "definition": "Advancement of a position so removed from ordinary discursive premises that it cannot be addressed within the conventions of normal argument, followed by the claim that the failure of others to engage constitutes a vindication.",
      "scholarly_source": "Term lacks single canonical scholarly source; closest analytic correlatives in Frankfurt, On Bullshit (Princeton, 2005) and Stanley, How Propaganda Works (2015)",
      "detection_signals": [
        "Extreme distance from the audience's premises",
        "Refusal of ordinary translation or charitable reformulation",
        "Framing of others' non-engagement as evidence of intellectual or moral deficiency on their part"
      ],
      "falsification": "The position, despite its distance from ordinary premises, is articulated in terms that allow rebuttal AND the speaker engages with rebuttals offered.",
      "documented_examples": [],
      "scholarly_grounding_note": "Thinner than other entries; framework should hedge applications and require all three signals.",
      "journalistic_template": "What some commentators describe as 'galaxy-brain framing' — though the term lacks a single scholarly source — is exhibited in [...]."
    },
    {
      "id": "sealioning",
      "name": "Sealioning",
      "category": "frame_manipulation",
      "definition": "Persistent, ostensibly civil requests for evidence, definitions, or further explanation, in which the questions function not as good-faith inquiry but as harassment or denial-of-service against the interlocutor's time and patience.",
      "scholarly_source": "David Malki, Wondermark #1062 (2014-09-19); Amy Johnson, Berkman Klein Center analysis (2019); Sinnott-Armstrong, Think Again (Oxford, 2018)",
      "detection_signals": [
        "Repeated, persistent demands for evidence or definition, often regarding basic information easily found elsewhere",
        "Maintained pretense of civility and good faith",
        "Pursuit across platforms, threads, or extended time",
        "Non-engagement with evidence the interlocutor does provide",
        "Framing of the target as unreasonable when patience finally fails"
      ],
      "falsification": "The questioning is genuinely first-time, addresses material the interlocutor has not previously supplied, and engages with answers received.",
      "documented_examples": [],
      "journalistic_template": "The pattern matches what David Malki's 2014 Wondermark strip named 'sealioning': persistent demands for evidence under pretense of civility, framing of the target as unreasonable when patience fails."
    },
    {
      "id": "jaqing_off",
      "name": "JAQing off ('just asking questions')",
      "category": "frame_manipulation",
      "definition": "Advancement of a substantive (often defamatory or conspiratorial) claim through the rhetorical form of a question, allowing the speaker to retreat to 'I was only asking' if challenged.",
      "scholarly_source": "Phrase coined in James Randi Educational Foundation forum (2006-09); related to Walton's loaded-question fallacy in Plausible Argument in Everyday Conversation (1992)",
      "detection_signals": [
        "Interrogative form combined with presupposition of the contested claim",
        "Absence of genuine interest in the answer (speaker rarely engages with denials or documentation)",
        "Repetition of the question after answers are given"
      ],
      "falsification": "The question is genuinely answer-seeking and the speaker engages with answers offered.",
      "documented_examples": [],
      "journalistic_template": "The questioning advances the claim that [X] through interrogative form — a pattern critics term 'just asking questions.'"
    },
    {
      "id": "coordinated_message_discipline",
      "name": "Coordinated message discipline",
      "category": "coordinated_pattern",
      "definition": "Systematic, organization-wide deployment of agreed-upon language, frames, and talking points across speakers and venues, such that an issue is presented uniformly.",
      "scholarly_source": "Luntz memos (2002 environmental, 2009 healthcare, 2010 financial-reform); Lakoff framing scholarship; Berry & Sobieraj, The Outrage Industry (Oxford, 2014); Vogel, Big Money (PublicAffairs, 2014)",
      "detection_signals": [
        "Verbatim or near-verbatim repetition of distinctive phrases across multiple speakers in close temporal proximity",
        "Leaked or published memoranda directing the language",
        "Shifts in language across the cohort that track to a documentable origin point"
      ],
      "falsification": "The apparent uniformity reflects independent convergence on standard descriptors of an issue rather than coordinated direction.",
      "documented_examples": [
        "Documented for both major U.S. parties; deeper documentary record on Republican side (Luntz memos); Center for American Progress / ThinkProgress and Democracy Alliance coordination on the Democratic side"
      ],
      "journalistic_template": "The phrase '[X]' appeared in [N] distinct outlets within [days/hours], tracking to [documented memo or direction]."
    },
    {
      "id": "manufactured_doubt_institutional",
      "name": "Manufactured doubt as institutional strategy",
      "category": "coordinated_pattern",
      "definition": "Systematic, multi-decade deployment of manufactured controversy by institutions (typically corporate, sometimes governmental) with goal of forestalling regulation or accountability. Distinguished from individual instances by scale, persistence, and infrastructure.",
      "scholarly_source": "Oreskes & Conway, Merchants of Doubt; Michaels, Doubt Is Their Product; Proctor, Golden Holocaust (UC Press, 2011); Markowitz & Rosner, Deceit and Denial (UC Press, 2002)",
      "detection_signals": [
        "Corporate funding of contrarian science",
        "Front organizations presenting industry positions as independent expert opinion",
        "Media strategy promoting 'balanced' coverage of asymmetric evidence",
        "Recurring personnel and institutional actors across multiple 'controversies'"
      ],
      "falsification": "The apparent campaign reflects genuine scientific minority positions, OR no documentary trace of corporate or institutional coordination exists.",
      "documented_examples": [
        "Tobacco (post-MSA archives)",
        "Fossil fuels (InsideClimate News Exxon investigation; Global Climate Coalition documents; Heartland Institute funding patterns)",
        "Opioids (post-MDL document releases on Purdue Pharma and the Sackler family; 2019 Massachusetts AG complaint)",
        "PFAS (DuPont 2000s class-action document releases)",
        "Agricultural chemicals (Monsanto Papers, 2017 glyphosate litigation)"
      ],
      "journalistic_template": "The pattern, documented by Oreskes and Conway as the 'Tobacco Strategy,' includes [funding], [front organizations], [media campaign], [recurring personnel]."
    },
    {
      "id": "flooding_the_zone",
      "name": "Flooding the zone",
      "category": "coordinated_pattern",
      "definition": "Deliberate saturation of the information environment with high volume of claims, narratives, and provocations, aimed at overwhelming the audience's evaluation capacity, exhausting fact-checking infrastructure, and producing cynicism that no truth is reliable.",
      "scholarly_source": "Steve Bannon (via Michael Lewis 2018: 'flood the zone with shit'); RAND, Paul & Matthews, The Russian 'Firehose of Falsehood' Propaganda Model (2016); Pomerantsev, Nothing Is True and Everything Is Possible (PublicAffairs, 2014); Yablokov & Chatterje-Doody, Russia Today and Conspiracy Theories",
      "detection_signals": [
        "High claim density across multiple channels in short timeframes",
        "Low individual-claim substantiation",
        "Inconsistency among claims (different 'explanations' for the same event)",
        "Absence of corrective response when individual claims are debunked",
        "Effect on audience: cynicism rather than belief in any specific claim"
      ],
      "falsification": "The high volume of communication is consistent in content, supported by evidence, and responsive to corrections.",
      "documented_examples": [],
      "journalistic_template": "The pattern matches what RAND analysts in 2016 called the 'firehose of falsehood' model and what Steve Bannon described to Michael Lewis in 2018 as 'flood the zone with shit': [evidence]."
    },
    {
      "id": "goalpost_shifting",
      "name": "Goalpost-shifting",
      "category": "coordinated_pattern",
      "definition": "Redefinition of the standard of evidence required to settle a question, in response to the accumulation of evidence meeting prior standards.",
      "scholarly_source": "Walton, Burden of Proof, Presumption and Argumentation (Cambridge, 2014)",
      "detection_signals": [
        "Publicly-stated standard of evidence at time T",
        "Accumulation of evidence meeting that standard by time T+1",
        "Re-statement of a more demanding standard at T+1, often without acknowledgment of the shift"
      ],
      "falsification": "The apparent shift reflects genuine learning — new information that rationally requires more demanding evidence.",
      "documented_examples": [
        "Vaccine-safety advocacy: 'no link to autism' → 'no link to any chronic condition' → '100% safety guarantee'",
        "Post-2020 election-fraud advocacy: sworn affidavits → forensic audits → 'full forensic audits' with unspecified additional requirements",
        "Climate denial: 'warming is not occurring' → 'warming is not anthropogenic' → 'warming is not catastrophic' → 'mitigation is not feasible'"
      ],
      "journalistic_template": "The standard for [evidence] has shifted: [original standard at date]; [more demanding standard at later date], following [accumulation of evidence meeting the original]."
    },
    {
      "id": "overton_window_manipulation",
      "name": "Overton Window manipulation",
      "category": "coordinated_pattern",
      "definition": "Deliberate introduction of positions previously regarded as outside the range of acceptable mainstream discourse, in order to shift the perceived center toward the manipulator's preferred policies.",
      "scholarly_source": "Joseph P. Overton, Mackinac Center for Public Policy (mid-1990s); Joseph Lehman, Joshua Treviño, and others in the Mackinac tradition",
      "detection_signals": [
        "Introduction of a position considerably outside the prior range of mainstream debate",
        "Public discussion that treats the position as a serious option even if not supported",
        "Shift in the perceived center toward (though not to) the introduced position over time"
      ],
      "falsification": "The apparent extreme position arises organically from changing material conditions or new evidence rather than from deliberate strategic introduction.",
      "documented_examples": [],
      "framework_note": "Report Overton manipulation as an empirical pattern; be cautious about attributing intent absent direct documentation.",
      "journalistic_template": "Following the introduction of [position previously outside mainstream] by [speaker], [the perceived center has shifted toward but not to that position]."
    },
    {
      "id": "preemptive_legitimacy_withdrawal",
      "name": "Pre-emptive legitimacy-withdrawal",
      "category": "frame_manipulation",
      "definition": "Withdrawing legitimacy from an institution, process, or actor in advance of any specific failing — on the grounds that legitimacy has already been forfeited by the institution's identity, composition, or general category-failure rather than by its conduct in the case at hand. The move pre-empts case-by-case engagement: any subsequent ruling, finding, or output is dismissible because the legitimacy ground was withdrawn upstream.",
      "scholarly_source": "Literature on the legitimacy-and-authority distinction (Joseph Raz, *The Authority of Law*, 1979; Jürgen Habermas, *Legitimation Crisis*, 1973) and on identity-based delegitimation in contemporary political-rhetoric scholarship (Jason Stanley, *How Propaganda Works*, 2015 §6).",
      "detection_signals": [
        "Pre-existing legitimacy-withdrawal claims that do not engage with specific case-level conduct, rulings, findings, or outputs",
        "Identity-grounded rather than conduct-grounded delegitimation ('this Court / agency / investigation / commission is illegitimate because of who staffs it / how it was constituted / what it represents')",
        "Selective application: legitimacy is withdrawn from institutions producing unfavorable outputs while preserved for institutions producing favorable outputs of the same type",
        "Asymmetric historical baseline: the institution was treated as legitimate when its outputs aligned with the speaker's coalition; legitimacy was withdrawn upon coalition shift"
      ],
      "falsification": "The speaker engages with specific conduct, rulings, findings, or output content; the legitimacy claim is conduct-grounded with documented departures from the institution's stated standards or duties; the same legitimacy criteria are applied across institutions regardless of output alignment.",
      "documented_examples": [
        "Post-2020 election-litigation rhetoric: pre-emptive declarations that a state's certification was illegitimate before specific evidentiary findings were before any court, with legitimacy withdrawn from any subsequent ruling that did not reach the speaker's preferred outcome",
        "Federal-judiciary delegitimation framings deployed selectively across coalitions: the Court treated as legitimate when ruling favorably and illegitimate when ruling unfavorably, with the legitimacy claim shifting upstream to composition (the Garland-McConnell sequence; the Barrett confirmation) regardless of the specific opinion's reasoning",
        "DOJ-investigation framings: pre-emptive declarations that an investigation is 'a witch hunt' / 'illegitimate' / 'political' before any evidentiary findings, with the legitimacy claim grounded in the investigators' identity rather than in documented procedural deviations"
      ],
      "framework_note": "Pre-emptive legitimacy-withdrawal is now-symmetric — both greater-good-paramount and liberty-frame deployments are documented. The technique was historically more associated with one pole; recent deployment patterns are bipartisan. Apply the both-coalitions discipline: where a speaker withdraws legitimacy pre-emptively, check whether the same speaker (or speaker's coalition) has applied the same standard to comparably-situated institutions producing favorable outputs.",
      "journalistic_template": "The argument withdraws legitimacy from [institution / process / actor] on grounds of [identity / composition / category-failure] rather than on documented case-level conduct. The move is pre-emptive: it precedes engagement with [specific ruling / finding / output]. Comparable institutions producing favorable outputs are [treated as legitimate / not subjected to the same legitimacy challenge]."
    },
    {
      "id": "expert_consensus_authority_deployment",
      "name": "Expert-consensus / expert-deference framings",
      "category": "frame_manipulation",
      "definition": "Two-sided deployment of the expertise-authority structure as a debate-closer rather than as an evidence-furnisher. Either (a) appeals to 'expert consensus' as decisive authority that closes debate, suppressing genuine specialist disagreement and treating expertise as monolithic; or (b) anti-expertise framings that reject specialist evidence on the grounds that experts are corrupted, captured, or aligned-with-power. Both sides treat expertise as a category to be appealed-to or rejected wholesale, rather than as a body of specific arguments to be engaged on the merits.",
      "scholarly_source": "Naomi Oreskes & Erik M. Conway, *Merchants of Doubt* (2010); Naomi Oreskes, *Why Trust Science?* (2019); Tom Nichols, *The Death of Expertise* (2017); Harry Collins & Robert Evans, *Rethinking Expertise* (2007); Sheila Jasanoff, *Designs on Nature* (2005) on the construction of regulatory expertise; Cass Sunstein, *Conformity* (2019) on consensus-pressure dynamics.",
      "detection_signals": [
        "Appeals to 'the consensus' / 'the experts agree' / 'settled science' without naming specific dissenting specialists or engaging the substance of their arguments",
        "Anti-expertise framings that reject specialist evidence categorically without engaging specific arguments — 'experts are captured' / 'follow the money' / 'establishment science' deployed as conversation-stoppers",
        "Selective deployment: appeals to expert consensus where consensus aligns with speaker's coalition; anti-expertise framings where consensus does not align",
        "Treatment of specialist disagreement as bad-faith on one side (consensus appeals) or as proof of corruption on the other (anti-expertise framings) rather than as the ordinary content of working scholarly fields",
        "Absence of named specialists in either direction: the expertise category is invoked without specific authors, papers, or arguments"
      ],
      "falsification": "The speaker engages with specific specialist arguments and counter-arguments; named specialists appear in both directions where the field is genuinely contested; the same expertise-engagement standards are applied regardless of whether the consensus aligns with the speaker's preferred conclusion.",
      "documented_examples": [
        "Climate-policy rhetoric: 'the experts agree' (consensus appeal) deployed in policy advocacy without engaging the specific technical questions that remain contested within climate science (sensitivity ranges, attribution at sub-decadal scales, regional projections); concurrently, 'climate scientists are corrupted by funding incentives' (anti-expertise) deployed against the same field",
        "Pandemic-era public-health rhetoric: 'follow the science' (consensus appeal) deployed without engaging documented specialist disagreements on specific interventions (school-closure cost-benefit, masking efficacy by setting, mass-vaccination timing); concurrently, 'public-health establishment is captured' (anti-expertise) deployed in the opposing direction",
        "Economic-policy rhetoric: appeals to 'mainstream economists' / 'IMF consensus' deployed as authority on policies the consensus is genuinely divided on; opposing rhetoric of 'economic priesthood' / 'establishment economists' deployed against the same field"
      ],
      "framework_note": "The technique is two-sided but the same shape: expertise treated as a category-authority rather than as a furnisher of specific arguments. Both deployments are bad-faith; both deserve the same treatment. The corrective is engagement with specific specialist arguments — named scholars, specific papers, specific contested points — rather than appeals to (or rejections of) expertise wholesale.",
      "journalistic_template": "The argument deploys [appeal to expert consensus / anti-expertise framing] without engaging specific specialist arguments. Named specialists [are absent from the rhetoric / are present only on one side of the genuine specialist disagreement]. The same expertise-engagement standard [is / is not] applied to fields where the consensus aligns with the speaker's preferred conclusion."
    },
    {
      "id": "disinformation_frame_alignment_membership",
      "name": "Disinformation-frame as alignment-determined-membership",
      "category": "frame_manipulation",
      "definition": "Deployment of the term 'disinformation' (or 'misinformation' / 'fake news' / 'propaganda') as a category whose membership is determined by the speaker's coalitional alignment rather than by truth-conditions. Claims from the speaker's coalition are reliable; claims from the opposing coalition are 'disinformation,' regardless of evidentiary status. The technique converts an evidentiary-status category into a coalitional-loyalty marker.",
      "scholarly_source": "Renée DiResta, *Invisible Rulers* (2024) on the asymmetric weaponization of disinformation labels; danah boyd, work on contested-information dynamics including *It's Complicated* (2014) and the 'data voids' research; Whitney Phillips & Ryan M. Milner, *You Are Here* (2021); Yochai Benkler, Robert Faris & Hal Roberts, *Network Propaganda* (2018); Tarleton Gillespie, *Custodians of the Internet* (2018) on platform content-moderation as coalitional infrastructure.",
      "detection_signals": [
        "The label 'disinformation' / 'misinformation' / 'fake news' applied selectively across coalitions to functionally equivalent claims",
        "The same factual claim treated as legitimate when made by an in-coalition speaker and as 'disinformation' when made by an out-coalition speaker",
        "Absence of evidentiary engagement: the disinformation label is asserted rather than demonstrated through specific factual analysis",
        "Coalitional-loyalty markers used as input to disinformation categorization: speaker affiliation, platform of origin, or audience composition determining membership rather than truth-conditions",
        "The speaker's own coalition produces no claims labeled disinformation in the speaker's accounting, even on subjects where comparable in-coalition claims are documented as factually wrong"
      ],
      "falsification": "The speaker applies the same disinformation criteria to claims from their own coalition as to claims from the opposing coalition; the categorization is grounded in specific factual analysis rather than in speaker affiliation; documented retractions and corrections from the speaker's own coalition are labeled with the same vocabulary applied to the opposing coalition.",
      "documented_examples": [
        "COVID-origins framings: the 'lab-leak hypothesis' labeled disinformation by mainstream institutional actors in 2020-2021 (subsequently treated as a credible hypothesis by the same institutions in 2023-2024) while comparable speculative origin claims from opposing-coalition speakers were treated as legitimate research questions",
        "Hunter Biden laptop coverage (October 2020): mainstream-institutional treatment of the New York Post reporting as 'Russian disinformation' before factual assessment, while comparable unverified-source reporting from opposing-coalition speakers was treated as legitimate journalism",
        "Election-integrity rhetoric on both sides: 2016 (one coalition's claims about external interference treated as legitimate concern, opposing coalition's claims dismissed as disinformation) and 2020 (the labeling reversed) — same shape of factual claim, opposite labeling depending on which coalition was making it",
        "Platform content-moderation policy: documented patterns where the same factual claim received different moderation treatment depending on the speaker's coalitional affiliation rather than on the claim's evidentiary status"
      ],
      "framework_note": "The technique converts an evidentiary-status category into a coalitional-loyalty marker. The corrective is to apply disinformation criteria symmetrically — the same standard of evidence, the same standard of source-evaluation, the same standard of correction-on-evidence — across coalitions. Where 'disinformation' is asserted, the catalog reports the assertion plus the symmetric-application check (does the same speaker apply the same label to comparably-situated in-coalition claims?). The catalog does not adjudicate truth-conditions of contested factual matters; it reports the asymmetric-deployment pattern.",
      "journalistic_template": "The argument labels [claim] as disinformation. The label is [grounded in / not grounded in] specific factual analysis. Comparable claims from in-coalition speakers [are / are not] subject to the same labeling standard. The speaker's own coalition has produced [documented retractions / corrections] on [comparable subjects]; those [are / are not] labeled with the same vocabulary."
    }
  ],
  "cross_references": [
    "A Field Guide to Bad-Faith Rhetorical Techniques — the full prose companion to this catalog"
  ]
}
