{"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__marine_science","archetype_slug":"invariant_mode_decomposition_design","domain_slug":"marine_science","title":"Invariant-mode precursor warnings for seasonal coastal hypoxia","opportunity_summary":"Evaluate whether stable combinations of physical and biogeochemical variables can provide earlier, better-targeted hypoxia warnings than dissolved-oxygen thresholds or conventional multivariate forecasts. The candidate is advisory, region-and-season bounded, and explicitly contingent on demonstrating repeatable modes, predictive gain, and useful discrimination among feasible responses.","adopter_authorizer":"The coastal or environmental agency responsible for the selected water body, with its monitoring program and watershed or coastal management units, would authorize the shadow evaluation and retain all warning and management authority.","scores":{"meaningful_impact":{"score":4,"rationale":"If validated, additional warning lead time and better targeting could reduce missed hypoxia and unnecessary broad responses affecting ecosystems and coastal users. The magnitude and prevalence of the stated late-detection problem are not established in the sealed candidate."},"stakeholder_pull":{"score":3,"rationale":"Monitoring agencies, managers, fishers, aquaculture operators, communities, and nutrient-source operators have proposal-specific stakes, and an agency use case is articulated. No adopter inquiry, expressed demand, current performance gap, or willingness to commit data and staff is supplied."},"incremental_advantage":{"score":3,"rationale":"The candidate defines measurable potential gains over threshold surveillance and a strong multivariate forecasting rival in lead time, calibration, stability, and action discrimination. Whether modal interpretation adds any predictive or decision value remains a hypothesis."},"distinctiveness_plausibility":{"score":2,"rationale":"The composition of invariant-mode estimation, stability rejection, sensitivity ranking, drift suspension, and agency review is specific and testable, but prior-art status is explicitly UNSEARCHED and neighboring dynamical-systems and forecasting approaches may already contain similar elements."},"technical_implementability":{"score":3,"rationale":"A one-region archived-data analysis and advisory shadow workflow are technically bounded, with observable residual, gap, stability, and false-alarm diagnostics. Implementability is constrained by incomplete coastal observations, nonlinear and advective dynamics, basis rotation, missing variables, and unspecified data availability."},"adoption_authority_feasibility":{"score":4,"rationale":"The candidate assigns authority to a responsible agency, keeps outputs advisory, excludes automatic restrictions and closures, and provides a rollback to threshold surveillance. No specific agency partner, legal workflow, or operational owner has yet been confirmed."},"evidence_readiness":{"score":3,"rationale":"The proposal supplies baselines, a nearest rival, held-out and prospective outcomes, separate falsifiers, and explicit halt criteria. It supplies no dataset, retrospective result, tolerance values, or demonstrated precursor stability, so execution readiness depends on partner data and preregistration."},"safety_net_benefit":{"score":4,"rationale":"Shadow-only testing, human review, excluded automatic actions, spatial and seasonal limits, and explicit suspension conditions substantially contain adoption risk. False alarms, missed events, monitoring inequity, and causal overinterpretation remain material risks."},"scalability":{"score":2,"rationale":"The method could in principle be repeated across observing systems, but the candidate requires local transition estimation and validation for each season and spatial footprint. Open-water forcing, monitoring gaps, mode drift, and the prohibition on deployment outside validated bounds limit straightforward scaling."}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"50K_TO_250K","scope":"Preregister and execute a retrospective feasibility study for one region using archived seasons, including data preparation, held-out comparisons with threshold surveillance and a conventional forecast, mode-stability resampling, and an agency-facing decision review.","confidence":"MODERATE","assumptions":["Archived multivariate observations already exist and can be accessed without purchasing a new observing system.","The work covers one region and bounded seasonal windows.","Costs include scientific labor, data engineering, partner coordination, software, preregistration, and evaluation.","No permits, closures, restrictions, or field intervention are triggered."]},"initial_deployment_startup":{"band_2026_usd":"250K_TO_1M","scope":"Configure a one-region prospective shadow system after retrospective feasibility, including data feeds, quality controls, model monitoring, alert review procedures, documentation, staff coordination, and independent evaluation for one season.","confidence":"LOW","assumptions":["Existing agency sensors and communications infrastructure can be reused.","The system remains advisory and does not require regulated automated decision-making.","Some engineering and monitoring-process integration are necessary.","Material expansion of field instrumentation is excluded."]},"operational_launch":{"band_2026_usd":"250K_TO_1M","scope":"Move a successfully validated shadow workflow into bounded agency advisory operations for one region, including production integration, governance, training, reliability testing, stakeholder procedures, and launch evaluation.","confidence":"LOW","assumptions":["Retrospective and prospective performance criteria have already been met.","Launch remains limited to the validated region and season.","Human authorization remains mandatory for consequential responses.","No major monitoring-network construction is required."]},"annual_recurring":{"band_2026_usd":"250K_TO_1M","scope":"Operate and reassess the regional advisory capability annually, including data access, technical support, scientific review, drift and residual monitoring, seasonal re-estimation, calibration audits, stakeholder coordination, and outcome evaluation.","confidence":"LOW","assumptions":["At least one seasonal revalidation is required each year.","Existing observing assets remain available and maintained through other or shared budgets.","Extreme events or monitoring failures may require additional work.","The estimate excludes automatic expansion to additional regions."]}},"research_burden":"HIGH","earliest_credible_horizon":"12_TO_36_MONTHS","pipeline_gates":{"recognizable_externally_supportable_problem":{"status":"YES","reason":"The sealed candidate independently specifies late detection and poor targeting of seasonal hypoxia, identifies concealed coupled precursors, affected objectives, consequences, and a problem falsifier."},"identifiable_adopter_or_authorizer":{"status":"YES","reason":"A responsible coastal or environmental agency is identified as the authorizer and decision holder, with monitoring and management units as operational users, although no specific organization has committed."},"distinct_testable_incremental_claim":{"status":"YES","reason":"The candidate claims improved calibrated warning lead time and management-choice discrimination over both single-variable threshold surveillance and a conventional multivariate forecast, with failure if those gains do not appear."},"bounded_next_evidence_step":{"status":"YES","reason":"A one-region, preregistered shadow evaluation using archived seasons and a prospective season is authorized, with specified comparisons, metrics, suspension criteria, and no change to permits or access."},"no_unresolved_safety_or_authority_stop":{"status":"YES","reason":"The model is advisory; the agency retains authority; automatic restrictions, closures, forcing, and causal claims are excluded; and instability, structured residuals, excessive errors, or false alarms trigger suspension and reversion."},"implementation_cost_scope_and_range":{"status":"UNCERTAIN","reason":"The one-region shadow scope is bounded, but the sealed candidate does not specify data-access terms, staffing, observing-system gaps, integration requirements, compliance work, or partner contributions needed to validate a resource range."}},"blocking_evidence":["No sealed evidence demonstrates that a repeatable, identifiable precursor mode exists across held-out coastal seasons.","No comparison establishes improved calibrated lead time over both threshold surveillance and a conventional multivariate forecast.","Mode-specific action leverage is derived from a fitted model rather than independently demonstrated through reproducible observation or feasible-response contrasts.","Availability, completeness, spatial representativeness, and access conditions for the required multivariate observations are unspecified.","No specific agency has confirmed the operational problem, authority pathway, data commitment, performance tolerances, or willingness to act on advisory warnings.","Prior art is unsearched, so distinctiveness relative to existing hypoxia forecasting and dynamical-systems monitoring is unknown.","Implementation resource needs cannot be narrowed without an inventory of existing sensors, data pipelines, personnel, governance, and evaluation obligations."],"next_evidence_step":"With one agency partner, preregister a retrospective go/no-go study on one selected region's archived seasons. Compare the modal method against dissolved-oxygen threshold surveillance and a conventional multivariate forecast using season-held-out warning lead time, calibration, false alarms, oxygen error, residual structure, spectral gap, and resampled mode identity. Do not proceed to a prospective shadow season if modes rotate materially across held-out seasons or if the method fails to improve calibrated lead time or actionable discrimination over both comparators.","research_questions":["Does a stable precursor mode recur across held-out seasons, sampling variations, and plausible linearization windows?","Does modal growth improve calibrated warning lead time or false-alarm tradeoffs over threshold surveillance and a conventional multivariate forecast?","Do residual structure, gap closure, or basis drift reliably identify when modal warnings should be suspended?","Do proposed observation or management choices generate distinct, reproducible outcome predictions beyond those available from the nearest rival?","Are monitoring gaps, external forcing, nonlinear dynamics, or unmeasured variables large enough to invalidate the local-transition approximation?","Which agency owns the decision, data, review workflow, performance tolerances, and costs for a bounded advisory shadow study?","Does scoped prior-art research find that the proposed mechanism composition is already implemented or evaluated in coastal hypoxia management?","Would affected operators and communities regard the proposed false-alarm, missed-event, and spatial-equity tradeoffs as acceptable?"] ,"recommendation":"PARTNERED_RESEARCH","uncertainty_constraints":["This is a closed-book assessment with no external validation of problem prevalence, stakeholder demand, prior art, realized impact, or market size.","All mode existence, stability, predictive value, action discrimination, and controllability claims remain hypotheses.","Cost bands are resource-equivalent planning ranges, not estimates supported by a site inventory or vendor quotations.","The candidate is bounded to one validated spatial footprint and season; transferability cannot be assumed.","A predictive statistical mode cannot be treated as a causal or controllable ocean process without independent evidence.","The recommendation authorizes only research and shadow evaluation, not live alerts or consequential management action."],"closed_book_prior_art_boundary":"Prior-art status is UNSEARCHED. This assessment makes no claim that invariant-mode decomposition, precursor-mode warning, stability screening, sensitivity targeting, or their composition is novel, rare, prevalent, or absent from coastal hypoxia forecasting and monitoring practice."}