{"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__linguistics_semiotics","archetype_slug":"invariant_mode_decomposition_design","domain_slug":"linguistics_semiotics","title":"Invariant-Mode Detection of Meaning Drift in Multilingual Emergency Messages","opportunity_summary":"Test whether repeated emergency-message handoffs exhibit stable, coupled changes in obligation, certainty, agency, reference, and timing that a modal-assisted human review can detect and suppress better than ordinary review or a direct supervised risk model. The candidate is well bounded and falsifiable, but the existence, stability, behavioral relevance, comparative benefit, and prevalence of such modes remain un demonstrated.","adopter_authorizer":"The emergency-communications owner is the workflow adopter and decision authority; language-community reviewers must approve interpretations, and an appropriate research-ethics authority must authorize recipient studies.","scores":{"meaningful_impact":{"score":4,"rationale":"Errors in actor, urgency, location, confidence, or required action could plausibly cause delayed or incorrect protective behavior. The consequence is serious, although the frequency and aggregate burden of such errors are unsupported."},"stakeholder_pull":{"score":3,"rationale":"The candidate identifies agencies, translators, editors, community reviewers, and recipients with a shared meaning-preservation objective, but supplies no evidence of expressed demand, procurement interest, or dissatisfaction with current review."},"incremental_advantage":{"score":3,"rationale":"Coupled-mode analysis could expose combinations missed by isolated discrepancy checks, but no evidence shows improvement over ordinary review or the specified direct supervised message-level rival."},"distinctiveness_plausibility":{"score":3,"rationale":"Modeling recurrent dynamics across multiple handoffs is structurally distinguishable from isolated checks and a direct risk model, but prior art is explicitly unsearched, so historical novelty cannot be inferred."},"technical_implementability":{"score":3,"rationale":"The state vector, fitting task, held-out validation, residual checks, and halt criteria are specified. Implementation remains challenged by adjudication burden, heterogeneous interpretations, nonlinear adaptation, instability, and poor conditioning."},"adoption_authority_feasibility":{"score":4,"rationale":"A workflow owner, community-review role, ethics authority, excluded actions, and rollback path are identified. Feasibility is favorable for a non-deploying study, although actual data access and approvals are not established."},"evidence_readiness":{"score":4,"rationale":"The candidate supplies a bounded retrospective design, two explicit comparators, held-out comprehension outcomes, subgroup checks, and clear falsifiers. Data availability, annotation reliability, sample adequacy, and participant authorization remain unresolved."},"safety_net_benefit":{"score":4,"rationale":"Modal prompts would remain subordinate to human review, while residual, conditioning, replication, spectral-gap, drift, and subgroup gates provide multiple failure signals and an explicit reversion to the existing workflow."},"scalability":{"score":2,"rationale":"Modes may vary by language pair, community, translator, genre, and message batch, while behavioral validation and adjudication must be repeated. The candidate explicitly rejects universalization, leaving transfer beyond a narrow use window doubtful."}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"50K_TO_250K","scope":"Preregistered retrospective pilot for one emergency-message genre and one language pair, including de-identified or synthetic chains, semantic-pragmatic adjudication, resampling and conditioning analysis, held-out comprehension evaluation, two comparators, community review, ethics preparation, and reporting.","confidence":"MODERATE","assumptions":["Existing or synthesizable message chains can be obtained without creating live-message risk.","The study uses a limited number of handoffs and recipient participants.","No production-system integration or live publication is included.","Specialist linguistic, statistical, community-review, and participant-research labor is required."]},"initial_deployment_startup":{"band_2026_usd":"250K_TO_1M","scope":"Preparation for a bounded, human-controlled implementation within one agency, genre, and language pair after successful evidence, including workflow integration, reviewer interfaces, governance, training, security and compliance review, monitoring rules, and preproduction validation.","confidence":"LOW","assumptions":["The system remains advisory and cannot automatically rewrite or publish messages.","Existing agency review infrastructure can be adapted rather than replaced.","The validated scope remains limited to one language pair and message genre.","Production requirements and integration complexity are not specified in the candidate."]},"operational_launch":{"band_2026_usd":"250K_TO_1M","scope":"Controlled launch of modal-assisted review for a limited operational use window, with human approval, parallel residual checks, subgroup monitoring, incident procedures, community oversight, and rollback capability.","confidence":"LOW","assumptions":["Launch occurs only after replication and comparative benefit are demonstrated.","No delay to urgent warnings is permitted.","Use remains bounded to the validated agency, genre, language pair, and community context.","Costs could change materially with message volume, reliability requirements, or additional languages."]},"annual_recurring":{"band_2026_usd":"250K_TO_1M","scope":"Ongoing specialist review, community consultation, annotation and outcome audits, model refitting, stability and drift testing, subgroup monitoring, software operation, compliance, training, and periodic revalidation for the bounded implementation.","confidence":"LOW","assumptions":["Human review and community oversight remain mandatory.","Modes require periodic re-estimation because translator, community, and message distributions may change.","Expansion to additional languages or genres is excluded from this band.","Operational scale, message volume, and agency service requirements are unspecified."]}},"research_burden":"HIGH","earliest_credible_horizon":"3_TO_12_MONTHS","pipeline_gates":{"recognizable_externally_supportable_problem":{"status":"YES","reason":"The candidate defines an observable mismatch between source meaning and recipient action interpretation, identifies concrete harmful error types, and provides a problem falsifier independent of the modal method; prevalence remains unmeasured."},"identifiable_adopter_or_authorizer":{"status":"YES","reason":"The emergency-communications owner controls workflow adoption, language-community reviewers approve interpretations, and a research-ethics authority governs recipient studies."},"distinct_testable_incremental_claim":{"status":"YES","reason":"The proposal claims that modal-assisted review reduces held-out action-interpretation error relative to both ordinary review and a direct supervised rival, with instability and subgroup degradation as explicit counterevidence."},"bounded_next_evidence_step":{"status":"YES","reason":"A preregistered, retrospective, non-deploying pilot is bounded to one genre and language pair and includes held-out comparison, resampling, residual analysis, comprehension outcomes, and stopping rules."},"no_unresolved_safety_or_authority_stop":{"status":"YES","reason":"The first step changes no live message, excludes warning delay and automatic publication, names the required authorities, and specifies halt and rollback conditions. Actual approvals remain prerequisites rather than evidence of a known stop."},"implementation_cost_scope_and_range":{"status":"UNCERTAIN","reason":"The pilot scope is bounded, but operational message volume, language coverage, reliability requirements, integration architecture, staffing, and compliance obligations are absent, so deployment ranges depend heavily on stated assumptions."}},"blocking_evidence":["Whether consequential meaning changes are recurrent and coupled across representative handoffs rather than isolated or idiosyncratic.","Whether fitted modal directions are stable across resamples, batches, translators, and participating language communities, with acceptable conditioning and residuals.","Whether modal features improve held-out recipient action-interpretation prediction and modal-assisted review reduces error versus both ordinary review and the direct supervised rival.","Whether benefits avoid prespecified unequal degradation across language groups and community-specific interpretations.","Whether suitable de-identified or synthetic chains, reliable adjudication, community participation, and ethics authorization can support the pilot."],"next_evidence_step":"Run the authorized preregistered retrospective pilot on de-identified or synthetic chains from one genre and language pair: fit modes on a training subset; measure subspace stability, conditioning, spectral separation, drift, and consequential residuals; then compare ordinary review, the direct supervised rival, and modal-assisted review on held-out reconstruction and recipient action-interpretation outcomes. Falsify continuation if modes rotate materially, fail the declared gates, provide no improvement over either comparator, or worsen outcomes for any prespecified language group.","research_questions":["Are obligation, certainty, agency, reference, timing, and related consequential changes repeatably coupled across handoffs?","How stable are fitted directions and gains across resamples, translators, communities, and message batches?","Do modal features predict held-out recipient interpretations better than ordinary-review indicators and the direct supervised rival?","Does modal-assisted review reduce consequential interpretation error against both comparators without delaying communication?","Which review constraints suppress behaviorally consequential modes, and do residual checks expose unmodeled errors?","What minimum sample size and adjudication reliability are required for acceptable conditioning and replication?","How narrow must the validated use window be across language pair, genre, agency, and community?","Does relevant prior work already contain materially equivalent repeated-handoff or semantic-drift methods?"],"recommendation":"PARTNERED_RESEARCH","uncertainty_constraints":["Closed-book assessment provides no evidence of problem prevalence, stakeholder demand, market size, prior art, or realized impact.","Stable action-relevant drift modes are hypotheses, not established linguistic structures or causal mechanisms.","Annotation choices may determine the fitted structure and may erase dialectal or community-specific interpretations.","Linear local modes may not represent strategic, contextual, and nonlinear translator behavior.","Cost bands are resource-equivalent planning ranges based on a bounded assumed scope, not quotations or point estimates.","No inference should be made from a successful single-pair pilot to other languages, communities, genres, agencies, or live-message settings."],"closed_book_prior_art_boundary":"Prior art is explicitly unsearched. This assessment finds the repeated-handoff modal claim structurally testable and distinguishable from the two stated baselines, but cannot establish novelty, rarity, existing adoption, or advantage over unlisted multilingual quality-control and semantic-drift approaches."}