{"schema_version":1,"assessment_id":"eoa_inverse_innovation_exp03_opportunity320_20260801","source_experiment_id":"eoa_inverse_innovation_exp03_full320_20260801","cell_id":"invariant_mode_decomposition_design__rhetoric","archetype_slug":"invariant_mode_decomposition_design","domain_slug":"rhetoric","title":"Modal detection of coupled audience backlash hidden by aggregate message metrics","opportunity_summary":"The proposal would use consented multivariate audience-response studies to identify a coupled distrust–identity-threat–rejection pattern and guide truthful message revisions. Its incremental value depends on reproducible modes outperforming aggregate, coordinate-wise, and direct factorial approaches on held-out participants; that empirical advantage is presently hypothetical.","adopter_authorizer":"An ethics-approved research lead can authorize the bounded pilot. Any advancement beyond research requires joint approval from the message owner and affected-community reviewers.","scores":{"meaningful_impact":{"score":3,"rationale":"Avoiding subgroup backlash and loss of trust while preserving truthful comprehension would matter, but the packet provides no evidence about problem prevalence, frequency, or realized impact."},"stakeholder_pull":{"score":2,"rationale":"Writers, sponsors, researchers, and affected communities are identifiable, but the sealed candidate contains no demonstrated requests, commitments, adoption demand, or dissatisfaction with current evaluation methods."},"incremental_advantage":{"score":3,"rationale":"The modal method could expose coupled response patterns missed by aggregate or isolated-feature tests, but the candidate explicitly allows that direct factorial or coordinate-wise models may predict backlash equally well."},"distinctiveness_plausibility":{"score":2,"rationale":"The coupled-mode claim is distinguishable from the named direct-regression rival, but prior art is explicitly unsearched and no external basis establishes novelty or rarity."},"technical_implementability":{"score":3,"rationale":"Randomized truthful variants, multivariate measurements, split-sample estimation, and held-out comparisons are technically plausible, but the state-transition operator and message-control input are partially conflated and stable modes may be unidentifiable."},"adoption_authority_feasibility":{"score":4,"rationale":"The proposal names an ethics-approved research lead for the pilot and shared authority among message owners and affected-community reviewers for advancement, with production deployment explicitly excluded from the first step."},"evidence_readiness":{"score":4,"rationale":"The candidate specifies observables, a nearest rival, separate problem and intervention falsifiers, training and held-out splits, equal-cost comparisons, and explicit halt criteria suitable for a preregistered pilot."},"safety_net_benefit":{"score":4,"rationale":"Subgroup, comprehension, distress, residual, spectral-gap, and drift checks could catch harms hidden by aggregate metrics, and the protocol requires reverting to unmodified truthful messaging when thresholds fail."},"scalability":{"score":2,"rationale":"The method is explicitly local, while audiences, issues, channels, and occasions can change the response transformation; the packet warns against extrapolation and supplies no evidence that modes transfer across settings."}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"50K_TO_250K","scope":"Design, ethics review, participant recruitment, administration of a multi-variant consented study on one non-emergency issue, multivariate measurement, preregistration, split-sample modeling, rival-model comparisons, subgroup analysis, and reporting.","confidence":"LOW","assumptions":["The study uses truthful variants and standard survey or experimental infrastructure.","Recruitment must support held-out and subgroup comparisons rather than only aggregate estimation.","No production exposure, bespoke hardware, or individualized targeting is included.","The packet provides no sample size, jurisdiction, compensation schedule, or data-access terms."]},"initial_deployment_startup":{"band_2026_usd":"50K_TO_250K","scope":"Contingent preparation for one organization after favorable evidence, including a separated state-space estimand, reusable analysis workflow, governance procedures, reviewer training, measurement instruments, and audit documentation.","confidence":"LOW","assumptions":["Startup occurs only after the pilot and independent review support continuation.","The organization already has message-development and research operations.","The scope remains one bounded issue family and does not include broad population modeling.","Compliance and community-review requirements are not unusually complex."]},"operational_launch":{"band_2026_usd":"250K_TO_1M","scope":"A first governed operational use across multiple message variants and audience strata, including fresh consented evaluation, message-owner coordination, affected-community review, monitoring, independent analysis, and rollback capacity.","confidence":"LOW","assumptions":["Operational use is authorized separately from the research pilot.","Each new context requires validation rather than automatic transfer of previously estimated modes.","Subgroup safety and truthful-comprehension evaluation remain mandatory.","No covert persuasion, political microtargeting, or protected-trait targeting is permitted."]},"annual_recurring":{"band_2026_usd":"250K_TO_1M","scope":"A continuing limited program covering research and analysis staff, participant recruitment, repeated validation as issues and audiences change, software and data stewardship, ethics and community review, subgroup audits, drift checks, and independent evaluation.","confidence":"LOW","assumptions":["Several bounded evaluations are conducted annually.","Modes are treated as local estimates and periodically re-estimated.","The program retains human review and halt authority rather than fully automating revisions.","The packet supplies no operating volume or organizational scale."]}},"research_burden":"HIGH","earliest_credible_horizon":"3_TO_12_MONTHS","pipeline_gates":{"recognizable_externally_supportable_problem":{"status":"YES","reason":"The candidate identifies a measurable failure mode—repeatable subgroup backlash concealed by stable aggregate metrics—and defines pre/post outcomes by audience stratum, although its prevalence remains unverified."},"identifiable_adopter_or_authorizer":{"status":"YES","reason":"An ethics-approved research lead can authorize the pilot, while message owners and affected-community reviewers jointly control any advancement."},"distinct_testable_incremental_claim":{"status":"YES","reason":"The proposal claims that a modal-guided revision will reduce preregistered backlash while preserving truthful comprehension better than equal-cost baseline and direct-regression revisions on held-out participants."},"bounded_next_evidence_step":{"status":"YES","reason":"A one-issue, consented, preregistered pilot with truthful variants, training and held-out splits, named rivals, and explicit falsifiers is bounded and does not imply live deployment."},"no_unresolved_safety_or_authority_stop":{"status":"YES","reason":"For the bounded pilot, the packet provides consent, ethics oversight, shared advancement authority, prohibited practices, distress and subgroup-harm limits, comprehension protections, and rollback to unmodified truthful messaging."},"implementation_cost_scope_and_range":{"status":"UNCERTAIN","reason":"The pilot can be cost-scoped broadly, but production scale, study volume, participant requirements, jurisdictions, integration needs, and the operational form of deployment are unspecified, making implementation ranges assumption-dependent."}},"blocking_evidence":["Reproducibility of a decision-relevant coupled response mode across resamples, held-out variants, and audience strata.","Evidence that the apparent mode survives controls for survey-method covariance, demand effects, and subgroup composition.","Held-out predictive or intervention advantage over aggregate monitoring, coordinate-wise tests, and the specified direct factorial or multivariate-regression rival.","A stable spectral gap, acceptable residual, and tolerable drift without requiring nearly all original response dimensions.","An operational estimand that separates audience-state transition from message-feature intervention, or a justified augmented state representation.","Evidence of stakeholder demand and willingness to accept the required consent, community-review, and governance burden.","External prior-art research establishing whether the proposed decomposition and revision workflow is meaningfully distinctive."],"next_evidence_step":"Before any live use, specify the separated state-transition and message-input estimand, then run the authorized preregistered consented pilot on one non-emergency issue. Using truthful controlled variants, estimate modes only on a training split and compare a modal-guided revision against an equal-cost ordinary revision and direct-regression revision on held-out participants. Stop the line of inquiry if no mode is reproducible, the rival models predict subgroup backlash and comprehension as well, or the modal revision fails to reduce preregistered backlash while preserving truthful comprehension.","research_questions":["Does a coupled distrust–identity-threat–rejection direction reproduce across resamples and held-out message variants?","Does the mode remain after controlling measurement covariance, demand effects, and subgroup composition?","Does modal guidance improve held-out backlash and truthful-comprehension outcomes relative to equal-cost ordinary and direct-regression revisions?","Can the audience-state transition operator be identified separately from the message-feature intervention matrix?","How sensitive are the estimated modes to issue, channel, timing, subgroup definition, and recognition of persuasive intent?","What residual, spectral-gap, subgroup-harm, and drift thresholds are reliable enough to govern halt decisions?","Do message owners and affected-community reviewers consider the method useful and legitimate enough to authorize further research?","What relevant prior art exists for multivariate rhetorical-response decomposition and coupled-outcome message revision?"],"recommendation":"PARTNERED_RESEARCH","uncertainty_constraints":["Problem prevalence, stakeholder demand, market size, realized impact, and world novelty are unmeasured.","The existence, stability, and causal usefulness of rhetorical response modes are hypotheses rather than established findings.","The proposed operator currently conflates audience-state transition and message-feature control roles.","Audience responses may be reflexive, heterogeneous, and context-dependent, limiting transfer beyond the pilot.","Cost bands are resource-equivalent scenarios rather than observed prices and depend heavily on sample, review, and operating scale.","Favorable aggregate results cannot substitute for subgroup safety, comprehension, residual, gap, and drift checks.","The assessment supports only consented research; it does not authorize production messaging, audience labeling, or individualized persuasion."],"closed_book_prior_art_boundary":"Prior art is explicitly unsearched. This assessment makes no claim about novelty, prevalence, market position, or whether comparable modal, latent-factor, multivariate, or message-optimization methods already exist; distinctiveness is evaluated only against the baseline and nearest rival described in the sealed packet."}