{"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__sociology_anthropology","archetype_slug":"invariant_mode_decomposition_design","domain_slug":"sociology_anthropology","title":"Resident-Governed Invariant-Mode Detection of Neighborhood Collective-Efficacy Erosion","opportunity_summary":"The candidate proposes detecting locally repeatable, outcome-relevant combinations of trust, intervention willingness, cross-group contact, participation, legitimacy, service responsiveness, disorder, and conflict that ordinary indicator thresholds may miss. Resident-approved service-and-contact bundles would target a concerning mode and ultimately be compared with ordinary practice and a multilevel time-series rival. The claimed problem, incremental predictive value, causal leverage, and distinctiveness all remain unverified hypotheses.","adopter_authorizer":"Municipal outreach, public-space, violence-prevention, and service managers could adopt the approach within their mandates; lawful data use requires data-custodian approval, while a compensated resident oversight board controls neighborhood interpretation and approval of voluntary action bundles in consenting communities.","scores":{"meaningful_impact":{"score":4,"rationale":"Earlier recognition and noncoercive reversal of collective-efficacy erosion could reduce conflict, misdirected prevention, unequal surveillance, and coercive response. The consequences are material, but their prevalence and the proposal's achievable effect are unsupported in the sealed candidate."},"stakeholder_pull":{"score":3,"rationale":"The candidate identifies residents, neighborhood organizations, municipal teams, and data custodians with plausible interests, but supplies no evidence that any such stakeholder currently demands the method, would contribute data, or would fund implementation."},"incremental_advantage":{"score":3,"rationale":"The proposal makes a specific advantage claim over univariate dashboards and a same-variable multilevel time-series rival: earlier detection of coupled transitions plus an intervention map. No retrospective or prospective result yet shows better prediction, interpretation, or outcomes."},"distinctiveness_plausibility":{"score":3,"rationale":"The integration of invariant-mode decomposition, residual and drift gates, subgroup constraints, modal mediation, and resident-controlled action selection is coherently specified. Prior art is explicitly unsearched, and the candidate acknowledges that community dynamics may not support stable invariant modes."},"technical_implementability":{"score":3,"rationale":"The decomposition, holdout reconstruction, rival comparison, and randomized-offer design are technically specifiable, but implementation depends on a harmonized repeated neighborhood panel, adequate sample sizes, stable measurement, privacy protection, spillover handling, and interpretable spectral separation."},"adoption_authority_feasibility":{"score":4,"rationale":"Decision rights are explicitly divided among data custodians, a compensated resident board, and municipal service managers, with analysts denied unilateral authority and coercive uses excluded. Feasibility still depends on obtaining actual consent, lawful access, and partner commitments."},"evidence_readiness":{"score":3,"rationale":"The candidate provides raw and modal endpoints, two falsifiers, a nearest rival, holdout and residual gates, harm monitoring, and rollback criteria. It does not establish that a suitable resident-governed panel exists, that measures are comparable, or that retrospective eligibility has been met."},"safety_net_benefit":{"score":4,"rationale":"The proposed use could redirect response toward resident-chosen services and away from late coercive intervention. Explicit exclusions, subgroup residual checks, harm boundaries, suspension, and rollback are substantial safeguards, although stigma, privacy, ecological inference, and classification feedback remain credible risks."},"scalability":{"score":2,"rationale":"The candidate requires locally validated modes, repeated multi-source measurement, resident governance, consent, subgroup testing, and renewed drift checks. Its own analogy limits imply that a basis validated in one place or period may not transfer reliably to other neighborhoods."}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"50K_TO_250K","scope":"A bounded retrospective holdout study using existing data to compare invariant-mode decomposition with ordinary thresholds and the preregistered multilevel time-series rival, including data preparation, resident-board review, privacy work, analysis, and subgroup and drift tests.","confidence":"LOW","assumptions":["Existing repeated neighborhood-level observations can be accessed without new primary data collection.","Measures can be harmonized across enough periods and neighborhoods for holdout testing.","The scope excludes a live intervention and major purchases of proprietary data.","Partner and resident-review labor is compensated."]},"initial_deployment_startup":{"band_2026_usd":"250K_TO_1M","scope":"Preparation for the specified four-neighborhood randomized-offer pilot after retrospective eligibility, including agreements, governance, privacy controls, data pipelines, preregistration, staff preparation, intervention co-design, and baseline measurement.","confidence":"LOW","assumptions":["Four neighborhoods consent and municipal partners can deliver the selected bundle through existing service infrastructure.","No policing, individual scoring, surveillance expansion, or major capital equipment is included.","Small-cell privacy controls and independent evaluation support are required.","The service-and-contact bundle has moderate rather than capital-intensive resource needs."]},"operational_launch":{"band_2026_usd":"250K_TO_1M","scope":"Execution and evaluation of the 12-week, four-neighborhood randomized-offer pilot, including resident compensation, service-and-contact delivery, repeated aggregate measurement, comparison-neighborhood coordination, harm monitoring, analysis, and rollback capacity.","confidence":"LOW","assumptions":["The pilot uses four consenting neighborhoods as stated.","Existing municipal and community organizations provide some in-kind infrastructure.","Spillover measurement is feasible without expanding to intensive surveillance.","Costs include evaluation and partner coordination but not subsequent citywide deployment."]},"annual_recurring":{"band_2026_usd":"250K_TO_1M","scope":"One year of continued operation at approximately the four-neighborhood scale, including surveys and observational measurement, data stewardship, resident governance, service-bundle delivery, model revalidation, drift and subgroup monitoring, and evaluation.","confidence":"LOW","assumptions":["Scale remains close to the proposed pilot rather than citywide.","Modes are periodically re-estimated rather than assumed transferable.","Existing administrative systems cover part of data collection and service delivery.","Material mode instability or consent withdrawal could end operation rather than trigger automatic expansion."]}},"research_burden":"HIGH","earliest_credible_horizon":"3_TO_12_MONTHS","pipeline_gates":{"recognizable_externally_supportable_problem":{"status":"UNCERTAIN","reason":"The candidate clearly defines erosion blind spots and associated consequences, but labels the problem a hypothesis and supplies no external evidence that coupled deterioration is prevalent or that ordinary thresholds commonly miss it."},"identifiable_adopter_or_authorizer":{"status":"YES","reason":"Municipal service managers, lawful data custodians, and a compensated resident oversight board have distinct and explicitly bounded authorization roles."},"distinct_testable_incremental_claim":{"status":"YES","reason":"The candidate claims that a stable coupled direction adds predictive or explanatory value beyond ordinary thresholds and improves intervention selection beyond a same-variable multilevel time-series rival; holdout, raw-outcome, mediation, and harm tests can reject that claim."},"bounded_next_evidence_step":{"status":"YES","reason":"A retrospective holdout comparison can safely test reconstruction, spectral gap, drift, subgroup residuals, outcome relevance, and incremental performance against ordinary thresholds and the nearest rival before any live deployment."},"no_unresolved_safety_or_authority_stop":{"status":"UNCERTAIN","reason":"The sealed design contains strong exclusions, resident control, consent, harm monitoring, suspension, and rollback, but actual lawful data access, privacy adequacy, resident-board authorization, neighborhood consent, and municipal participation are not established."},"implementation_cost_scope_and_range":{"status":"UNCERTAIN","reason":"The four-neighborhood, 12-week pilot and its principal governance, data, intervention, and evaluation components are bounded, but the candidate does not establish data availability, staffing, bundle intensity, partner contributions, or measurement burden, so only low-confidence broad ranges are possible."}},"blocking_evidence":["No evidence establishes that adverse outcomes contain a repeatable coupled transition that ordinary single indicators or thresholds fail to anticipate.","No holdout result shows a stable, interpretable, outcome-relevant mode surviving reconstruction uncertainty, spectral-gap, subgroup-residual, and drift gates.","No comparison establishes incremental performance over the same-variable multilevel time-series rival.","No evidence establishes that moving a targeted mode mediates improvement in preregistered raw outcomes without excess subgroup or neighborhood harms.","The existence, comparability, lawful accessibility, and statistical adequacy of the required resident-governed neighborhood-by-period panel are unconfirmed.","Actual resident-board authorization, neighborhood consent, municipal delivery capacity, and data-custodian approval are unconfirmed.","Prior art is unsearched, so the method's distinctiveness and incremental contribution cannot be assessed externally."],"next_evidence_step":"Conduct a preregistered, non-deployment retrospective holdout study on an eligible multi-neighborhood panel. Compare invariant-mode decomposition with ordinary indicator thresholds and the same-variable multilevel time-series rival on out-of-period adverse-outcome prediction, reconstruction error, stability across periods and neighborhoods, spectral separation, subgroup residuals, drift, and interpretability. Stop if no mode survives the gates or if one observable variable, ordinary thresholds, or the rival performs equivalently with less interpretive risk; only a passing result should permit consideration of the resident-authorized randomized-offer pilot.","research_questions":["Does an adequately measured, resident-governed neighborhood-by-period panel exist, and can it be lawfully accessed with acceptable small-cell privacy protection?","Do adverse outcomes exhibit a repeatable coupled transition that adds value beyond one observable variable and ordinary alert thresholds?","Does any estimated mode remain stable and reconstructible across holdout periods, neighborhoods, policy shocks, measurement changes, and plausible uncertainty specifications?","Does invariant-mode decomposition outperform the preregistered multilevel time-series rival on raw outcome prediction or decision usefulness using identical inputs?","Can residents and practitioners interpret a surviving mode without reifying it as a cultural essence or making ecological inferences about individuals?","Which voluntary service-and-contact bundles are within municipal authority, acceptable to residents, and plausibly capable of moving the targeted coordinates?","Can modal mediation, raw outcomes, subgroup harms, stigma, spillovers, privacy events, and participation coercion be measured credibly in four neighborhoods?","What relevant prior art already combines multivariate neighborhood dynamics, early warning, participatory governance, or mode-targeted intervention?","What staffing, data acquisition, governance, service-delivery, and independent-evaluation resources would the retrospective study and pilot actually require?"],"recommendation":"PARTNERED_RESEARCH","uncertainty_constraints":["Closed-book assessment: problem prevalence, stakeholder demand, prior art, world novelty, market size, realized impact, and exact costs are unmeasured.","All empirical performance and causal-leverage claims remain hypotheses.","Community reflexivity, changing membership, institutional production of indicators, nonlinear relations, and policy shocks may invalidate the invariant-mode analogy.","Aggregate neighborhood measurements cannot support individual inference or individual action.","Mode validity is local to the tested measurement system, neighborhoods, populations, and time window unless separately revalidated.","Cost bands are resource-equivalent planning ranges, not price estimates, and depend strongly on existing data and partner capacity."],"closed_book_prior_art_boundary":"The candidate declares prior art UNSEARCHED and novelty evidence weak. This assessment therefore makes no claim that invariant-mode decomposition, coupled neighborhood early warning, participatory intervention mapping, or the combined design is novel, rare, prevalent, or absent from existing research or practice."}