{"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__chemistry_materials","archetype_slug":"invariant_mode_decomposition_design","domain_slug":"chemistry_materials","title":"Advisory modal detection of spatially hidden thermoset cure instability","opportunity_summary":"Use distributed cure measurements and a locally fitted transition operator to detect a growing coupled temperature-conversion mode before conventional bulk or individual-sensor limits trigger, then identify a bounded heat-input adjustment subject to residual, conditioning, spectral-gap, drift, and existing safety-rule gates. The precursor's existence, lead time, observability, reproducibility, and controllability remain unverified hypotheses.","adopter_authorizer":"A thermoset manufacturer's cure-process and process-safety organization would adopt the advisory capability. The designated process-safety owner authorizes alarm thresholds, the qualified process engineer authorizes recipe changes, and operators retain emergency-stop authority.","scores":{"meaningful_impact":{"score":4,"rationale":"If the hypothesized precursor is real, earlier detection could reduce localized over-cure, voiding, residual stress, nonuniform properties, and thermal-runaway risk. The severity pathway is proposal-specific, but event prevalence and realized harm reduction are unsupported."},"stakeholder_pull":{"score":2,"rationale":"The candidate identifies operators, process engineers, quality teams, process-safety teams, and customers, but contains no adoption inquiry, expressed demand, incident evidence, or evidence that existing alarms are inadequate in practice."},"incremental_advantage":{"score":3,"rationale":"The testable advantage is earlier warning and interpretable bounded response relative to independent alarms and a black-box detector. No data yet show improved lead time, false-alarm performance, or successful damping within approved bounds."},"distinctiveness_plausibility":{"score":2,"rationale":"Explicit modal stability classification, validity gates, and sensitivity-based heat adjustment distinguish the proposal from its stated black-box rival, but prior art is unsearched and overlap with existing spatial cure monitoring, stability analysis, or model-based control is unknown."},"technical_implementability":{"score":3,"rationale":"Historical replay and coupon testing appear technically bounded, and the candidate names measurable states and failure gates. Implementation is challenged by conversion estimation, sensor spacing, nonlinear stage-dependent dynamics, non-normality, near-degenerate modes, and geometry- or formulation-specific fitting."},"adoption_authority_feasibility":{"score":4,"rationale":"Alarm, recipe-change, and emergency-stop authorities are explicitly separated, and the first study is advisory-only. Production use would still require qualification and agreement between process engineering, quality, and process safety."},"evidence_readiness":{"score":3,"rationale":"The candidate provides separate problem and intervention falsifiers, named comparators, held-out testing, and a bounded historical-plus-coupon study. It does not establish that representative labeled batches, adequate spatial measurements, or reproducible precursor events are available."},"safety_net_benefit":{"score":4,"rationale":"The proposal is additive to existing hard trips and includes halt conditions for residual, drift, conditioning, spectral-gap, and safety-rule failures. It could provide earlier advisory protection, although false reassurance and operator overreaction remain material risks."},"scalability":{"score":2,"rationale":"Use across products would likely require new sensing adequacy checks, local models, thresholds, and validation for each formulation, geometry, cure stage, and oven configuration; the candidate explicitly excludes extrapolation to untested cases."}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"50K_TO_250K","scope":"Preregistered replay of historical instrumented batches plus a small non-production coupon study, including data preparation, state estimation, modal and rival models, held-out comparison, sensor-coverage analysis, and safety oversight.","confidence":"LOW","assumptions":["Usable historical sensor histories and outcome labels already exist.","Coupon equipment and approved operating bounds are available through a partner facility.","The study remains advisory-only and does not intentionally approach runaway.","No major new distributed-sensing installation is required for the first test."]},"initial_deployment_startup":{"band_2026_usd":"250K_TO_1M","scope":"Engineering of an advisory prototype for one bounded formulation, geometry, cure stage, and oven configuration, including instrumentation gaps, data integration, model monitoring, operator interface, cybersecurity or access controls, and validation documentation.","confidence":"LOW","assumptions":["Deployment supplements rather than replaces existing control and hard-trip systems.","Some sensor and integration upgrades are required but no oven replacement is needed.","Conversion can be estimated from available measurements with acceptable uncertainty.","The initial scope is one process family at one facility."]},"operational_launch":{"band_2026_usd":"250K_TO_1M","scope":"Qualification and controlled operational introduction for the initial process family, including representative-batch validation, alarm-threshold authorization, procedures, training, quality and safety review, commissioning, and monitored advisory operation.","confidence":"LOW","assumptions":["Historical and coupon evidence clears preregistered decision thresholds.","Launch remains advisory until separate authority is granted for recipe changes.","Existing emergency controls and release procedures remain active.","No process-safety certification is inferred from quality-performance evidence."]},"annual_recurring":{"band_2026_usd":"50K_TO_250K","scope":"Sensor calibration, data infrastructure, residual and drift monitoring, model review, incident and nuisance-alarm analysis, operator support, and revalidation after bounded process changes.","confidence":"LOW","assumptions":["Coverage remains limited to the initially qualified process family.","Material, geometry, equipment, or recipe changes trigger additional revalidation.","Specialist process, data, quality, and safety labor is required periodically.","The system does not autonomously change production recipes."]}},"research_burden":"HIGH","earliest_credible_horizon":"12_TO_36_MONTHS","pipeline_gates":{"recognizable_externally_supportable_problem":{"status":"UNCERTAIN","reason":"The candidate gives a coherent physical mechanism and concrete consequences, but provides no empirical batch evidence that hidden modal growth occurs, precedes damage, or defeats direct-variable alarms in representative curing operations."},"identifiable_adopter_or_authorizer":{"status":"YES","reason":"The sealed candidate identifies cure-oven operators and process engineers as users, the designated process-safety owner as alarm-threshold authority, the qualified process engineer as recipe-change authority, and operators as emergency-stop authorities."},"distinct_testable_incremental_claim":{"status":"YES","reason":"The candidate claims measurable improvement over independent alarms and a same-data black-box detector in warning lead time and false alarms, plus precursor reduction from bounded heat adjustments; both detection and intervention claims have explicit falsifiers."},"bounded_next_evidence_step":{"status":"YES","reason":"Historical replay and a small non-production coupon study are bounded to approved conditions, keep outputs advisory-only, preserve hard trips, name baseline and rival comparisons, and include explicit halt criteria."},"no_unresolved_safety_or_authority_stop":{"status":"YES","reason":"The first step excludes autonomous production changes, deliberate approach to runaway, untested extrapolation, hard-trip suppression, and modal-only release decisions; named authorities retain control and explicit rollback rules apply."},"implementation_cost_scope_and_range":{"status":"YES","reason":"The sealed scope identifies the required measurements, historical replay, coupon work, modeling, partner roles, safety constraints, and limited initial operating window, supporting broad resource bands despite low confidence in exact needs."}},"blocking_evidence":["Representative data showing a reproducible coupled temperature-conversion precursor before damage or unsafe acceleration and before adequate direct-variable alarms.","Evidence that sensor placement and conversion estimation make the relevant mode observable without unacceptable unmeasured spatial behavior.","Held-out comparison showing useful incremental lead time and false-alarm performance against both the stated baseline and black-box rival.","Coupon evidence that a bounded approved heat-input adjustment reduces the precursor without amplifying another mode or violating quality and safety limits.","A defensible validity window with acceptable residuals, conditioning, spectral gap, eigenvector stability, and batch-to-batch drift.","External prior-art evidence establishing what, if anything, is distinct from existing cure monitoring and constrained control approaches."],"next_evidence_step":"Preregister a retrospective-plus-coupon evaluation for one formulation, geometry, cure stage, and oven configuration: compare modal advisory alarms with independent sensor or bulk alarms and a same-data black-box detector on held-out batches using lead time, false alarms, missed damaging outcomes, observability, residual, conditioning, spectral-gap, and drift endpoints; in approved non-production coupons, compare bounded recommended heat adjustments with the fixed recipe. Falsify advancement if direct-variable alarms already provide adequate lead time, no reproducible valid mode exists, the modal method adds no held-out performance, or approved adjustments do not reduce the precursor safely.","research_questions":["Do localized defects or unsafe acceleration consistently exhibit a coupled precursor before bulk and individual-sensor alarms?","Can the precursor be reconstructed from practical sensor layouts and conversion estimates within preregistered residual, conditioning, spectral-gap, and drift limits?","Does the modal alarm improve held-out lead time and false-alarm tradeoffs over both conventional alarms and a same-data black-box detector?","Can bounded heat-input changes reduce the precursor without worsening another mode, cure completeness, residual stress, voiding, or other quality endpoints?","How narrowly must models and thresholds be qualified across formulations, geometries, cure stages, ovens, and sensor configurations?","Which elements remain distinct after external review of spatial cure-state estimation, thermal-runaway prediction, local stability analysis, and constrained cure control?","Will operators and authorizers treat the output as a supplementary advisory rather than safety certification or permission to override established controls?"] ,"recommendation":"PARTNERED_RESEARCH","uncertainty_constraints":["Closed-book assessment provides no evidence of problem prevalence, market size, adoption demand, realized impact, or prior art.","The candidate is hypothesis-stage; no reproducible precursor, warning lead time, or damping effect has been demonstrated.","Historical data availability, defect labels, sensor density, and conversion-estimation quality are not established.","Cost bands are resource-equivalent planning ranges, not quotations, and depend strongly on existing instrumentation and qualification requirements.","The local eigendecomposition may not remain meaningful under nonlinear, non-normal, stage-changing cure dynamics.","Results cannot be extrapolated to untested formulations, geometries, cure stages, or equipment.","Quality-improvement evidence cannot be treated as process-safety certification."],"closed_book_prior_art_boundary":"Prior-art status is explicitly UNSEARCHED. This assessment makes no claim that modal cure monitoring, local stability classification, precursor detection, sensitivity-based heat adjustment, or the combined gated workflow is novel, rare, prevalent, or absent from existing practice; distinctiveness requires external research."}