{"schema_version":1,"assessment_id":"eoa_inverse_innovation_exp03_opportunity320_20260801","source_experiment_id":"eoa_inverse_innovation_exp03_full320_20260801","cell_id":"layer_decay_and_expiration_management__material_culture_museum_studies","archetype_slug":"layer_decay_and_expiration_management","domain_slug":"material_culture_museum_studies","title":"Governed Lifecycle for Museum Interpretation Layers","opportunity_summary":"A museum-governed lifecycle would inventory successive interpretation records, distinguish current authority from superseded or restricted material, preserve provenance and contested history, and make transitions reversible. The proposal is coherent and testable, but the prevalence of stale-as-current retrieval, comparative benefit, institutional demand, and distinctiveness from established museum and archival practices remain unverified.","adopter_authorizer":"The adopter is a museum operating collections, catalog, and exhibition systems. Authorization would come from its collections-governance group with records, curatorial, conservation, legal, digital-systems, and relevant affected-community representation; irreversible disposition requires explicit human approval.","scores":{"meaningful_impact":{"score":4,"rationale":"If obsolete or harmful interpretations are presented as current authority, improving identification while retaining accountable history would materially benefit visitors, researchers, represented communities, and museum staff. The scale and frequency of the problem are unsupported."},"stakeholder_pull":{"score":3,"rationale":"The proposal identifies affected staff, users, rights holders, and communities and addresses recognizable accuracy, harm, and search burdens, but the packet contains no demonstrated requests, commitments, backlog measurements, or budget ownership."},"incremental_advantage":{"score":4,"rationale":"Relative to case-by-case correction and passive version preservation, the proposal adds authority states, review triggers, retention constraints, dependency checks, reversible quarantine, and restoration testing. Whether these additions improve outcomes enough to justify their burden is untested."},"distinctiveness_plausibility":{"score":3,"rationale":"The integrated lifecycle is conceptually differentiated from the stated nearest rival, but prior art is explicitly unsearched across collections management, archival description, versioning, and contested-labeling practices."},"technical_implementability":{"score":3,"rationale":"A read-only inventory, metadata flags, sandbox labels, audit logs, and reversible transitions appear technically plausible, but heterogeneous records, unresolved version identity, dependency reconstruction, access controls, and legacy-system integration could be substantial obstacles."},"adoption_authority_feasibility":{"score":3,"rationale":"The proposal identifies an appropriate multidisciplinary authorizer and reserves irreversible actions for humans, but assembling legal, scholarly, records, technical, and affected-community authority could be slow and institution-specific."},"evidence_readiness":{"score":4,"rationale":"The candidate specifies a bounded eight-week, 200-record, read-only trial, comparative outcomes, problem and intervention falsifiers, and halt criteria. Measurement instruments, tolerances, sampling rules, and reviewer agreement procedures still require specification."},"safety_net_benefit":{"score":4,"rationale":"Supersession rather than deletion, preservation of provenance, quarantine, audit logs, legal and cultural exceptions, and tested restoration offer strong protection against destructive cleanup. Restricted-content exposure and presentist classification remain material risks."},"scalability":{"score":3,"rationale":"The lifecycle structure could be reused across collections, but interpretation, authority, legal status, community obligations, and record dependencies are context-sensitive and may require sustained expert review rather than uniform automation."}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"50K_TO_250K","scope":"Eight-week read-only inventory and sandboxed comparison covering at most 200 records from one collection, including data preparation, interface configuration, qualified review, affected-community consultation where relevant, blinded user testing, security checks, analysis, and reporting.","confidence":"MODERATE","assumptions":["Existing records can be exported or queried without major system replacement.","The trial uses reversible sandbox labels and makes no production access or disposition changes.","Museum staff, legal or records reviewers, and relevant community reviewers contribute compensated time.","No extensive remediation of malformed records is included."]},"initial_deployment_startup":{"band_2026_usd":"250K_TO_1M","scope":"Design and configure an institution-specific lifecycle policy, metadata model, governance workflow, permissions, audit logging, dependency checks, restoration procedures, and integrations for an initial production collection.","confidence":"LOW","assumptions":["One museum and a limited number of existing catalog or collections-management systems are in scope.","Core systems permit supported configuration or integration.","The estimate includes policy, compliance, technical, training, and partner-coordination labor.","Large-scale digitization, catalog reconstruction, or system replacement is excluded."]},"operational_launch":{"band_2026_usd":"250K_TO_1M","scope":"Launch the governed workflow for an initial collection, including backlog triage, reviewer coordination, training, quality assurance, community-sensitive review, production monitoring, and rollback readiness.","confidence":"LOW","assumptions":["Launch is limited to one institution and a bounded collection rather than the full holdings.","Most transitions are supersession or tiering actions rather than irreversible disposition.","Manual review is required for contested, sensitive, or dependency-rich records.","The size and condition of the existing backlog are unknown."]},"annual_recurring":{"band_2026_usd":"250K_TO_1M","scope":"Ongoing multidisciplinary review, scheduled re-evaluation, community engagement, exception and hold management, system maintenance, audit review, archival preservation, restoration testing, and outcome monitoring for a participating museum.","confidence":"LOW","assumptions":["The museum maintains recurring expert and governance capacity rather than relying mainly on automation.","Review volume and consultation needs vary materially by collection.","The band excludes major platform replacement and unusually large legal or repatriation proceedings.","No verified record volume or institutional staffing baseline is available."]}},"research_burden":"HIGH","earliest_credible_horizon":"0_TO_3_MONTHS","pipeline_gates":{"recognizable_externally_supportable_problem":{"status":"YES","reason":"The proposal defines an observable condition—multiple dated interpretations lacking authority, supersession, access, dependency, or preservation metadata—and a scoped audit capable of falsifying it, although prevalence remains unknown."},"identifiable_adopter_or_authorizer":{"status":"YES","reason":"A museum is the identifiable adopter, and the packet assigns authorization to a multidisciplinary collections-governance group with relevant community representation."},"distinct_testable_incremental_claim":{"status":"YES","reason":"The candidate claims that governed authority states and reversible lifecycle controls will improve identification of current interpretation and staff review time relative to ordinary case-by-case correction, without losing provenance or increasing harm."},"bounded_next_evidence_step":{"status":"YES","reason":"The sealed candidate authorizes an eight-week, read-only inventory and sandboxed interface trial on no more than 200 records, with explicit comparison outcomes and halt conditions."},"no_unresolved_safety_or_authority_stop":{"status":"UNCERTAIN","reason":"The design prohibits automatic destruction and production restriction and provides rollback, but actual legal, records, privacy, cultural, and affected-community approvals are not established; the trial could also surface restricted material."},"implementation_cost_scope_and_range":{"status":"UNCERTAIN","reason":"The candidate identifies relevant workflow and governance components, permitting broad conditional bands, but provides no system architecture, record volume, backlog size, staffing baseline, consultation load, or integration facts sufficient to validate deployment cost."}},"blocking_evidence":["A scoped audit must determine whether consequential stale-as-current retrieval or an unresolved disposition backlog actually exists in the selected collection.","The sandbox comparison must show improved blinded identification of current authority or reduced staff review time without lost provenance, broken reconstruction, inappropriate restriction, or greater community harm.","Targeted prior-art research must establish whether the proposed lifecycle combination materially extends existing collections-management, archival-description, versioning, and contested-labeling practice.","Legal, records, privacy, cultural, and affected-community reviewers must confirm that the bounded trial and any contemplated production workflow are acceptable.","A technical assessment must establish whether versions and dependencies can be reliably identified and reconstructed in the participating museum's systems."],"next_evidence_step":"Run the specified eight-week read-only study on at most 200 records from one collection: first audit whether stale interpretations are retrieved as current, then compare the ordinary interface with sandboxed authority and supersession labels using blinded user accuracy and staff review time. Falsify the intervention if neither outcome improves or if provenance is lost, reconstruction breaks, inappropriate restriction occurs, restricted material is exposed, or affected-community review finds materially greater harm.","research_questions":["How often do sampled records lack usable authority, supersession, dependency, access, or preservation-state metadata, and how often does that cause consequential stale-as-current retrieval?","Can qualified reviewers agree reliably on authority and staleness classifications, especially where scholarship or community authority is contested?","Does the governed interface improve blinded identification of current interpretation and staff review time relative to the ordinary baseline?","Can every sandbox transition preserve citations, provenance, dependencies, access obligations, and complete reconstruction?","Which existing museum, archival, versioning, and contested-labeling practices already provide some or all of this lifecycle?","What governance participation, compensation, review volume, system integration, and recurring archival work would adoption require?","Do affected communities consider the proposed authority states and visibility rules protective, harmful, or improperly controlled by the institution?"],"recommendation":"PRIOR_ART_RESEARCH","uncertainty_constraints":["No external sources were used, so problem prevalence, stakeholder demand, prior art, realized impact, market size, and adoption frequency are unmeasured.","The nearest-rival comparison is candidate-supplied and does not establish real-world distinctiveness.","Costs are broad resource-equivalent bands conditioned on a single-museum scope; record volumes, staffing, systems, compliance requirements, and consultation burdens are unknown.","Interpretive versions may not be separable or may legitimately remain simultaneously authoritative for different communities or purposes.","Trial thresholds, sampling strategy, reviewer agreement standards, and validated harm measures are not yet specified.","Community authorization and legal or records approval cannot be inferred from the proposed governance design."],"closed_book_prior_art_boundary":"Prior-art status is UNSEARCHED. This assessment cannot determine novelty or prevalence relative to existing museum collections-management systems, archival description, digital versioning, provenance practice, repatriation workflows, or contested-labeling methods. Distinctiveness is therefore limited to conceptual differentiation from the baseline and nearest rival stated in the sealed packet."}