{"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__criminology_forensic","archetype_slug":"layer_decay_and_expiration_management","domain_slug":"criminology_forensic","title":"Governed Artifact-Level Lifecycle Management for Forensic Repositories","opportunity_summary":"Evaluate a governed lifecycle that distinguishes authoritative, superseded, held, archival, and disposition-eligible forensic artifacts at the artifact level. The candidate could reduce misleading active-search results, unnecessary sensitive-data exposure, and repository burden while preserving disclosure, reconstruction, and evidentiary integrity, but problem prevalence and comparative benefit remain unverified hypotheses.","adopter_authorizer":"A forensic laboratory's evidence custodian and records authority, acting with legal counsel and subject to court orders, disclosure duties, accredited policy, and applicable jurisdictional requirements; examiners may flag artifacts but may not authorize destruction.","scores":{"meaningful_impact":{"score":4,"rationale":"If the hypothesized accumulation occurs, reducing retrieval of obsolete interpretations while preventing loss of probative or exculpatory material would materially improve evidentiary integrity, privacy, auditability, and operational search. The frequency and magnitude of these consequences are unsupported in the sealed packet."},"stakeholder_pull":{"score":3,"rationale":"The proposal identifies laboratories, custodians, repository administrators, courts, prosecution, defense, and data subjects with plausible interests, but it provides no observed demand, complaints, purchasing intent, or demonstrated prevalence."},"incremental_advantage":{"score":4,"rationale":"Artifact-level authority, supersession, dependency, hold, restoration, and disposition checks offer a clear functional advantage over retaining everything in active search or moving whole case folders by age. Whether that advantage reduces effort or errors in practice requires comparison in shadow mode."},"distinctiveness_plausibility":{"score":3,"rationale":"The combined artifact-level lifecycle and zero-tolerance safety gates form a coherent, specific mechanism, but prior art is explicitly unsearched and the packet cannot establish that forensic repositories lack equivalent workflows."},"technical_implementability":{"score":3,"rationale":"A read-only inventory, policy simulation, and copied-archive restore test are technically bounded, but reliable identity resolution, lineage reconstruction, dependency mapping, format restoration, and hold reconciliation may be difficult in heterogeneous legacy repositories."},"adoption_authority_feasibility":{"score":3,"rationale":"The candidate identifies custodial and records authorities and restricts examiner powers, but production adoption depends on jurisdiction-specific legal duties, court orders, disclosure rules, accreditation, and coordination among parties with potentially conflicting obligations."},"evidence_readiness":{"score":4,"rationale":"The packet supplies separate problem and intervention falsifiers, a stratified read-only pilot, a baseline comparison, restore tests, safety thresholds, and halt conditions. Sampling, measurement, adjudication, and local policy inputs still need predeclaration."},"safety_net_benefit":{"score":4,"rationale":"Read-only operation, copied archive tests, legal and dependency gates, zero-tolerance safety events, source-state preservation, and explicit rollback substantially limit first-step harm. Residual risks include missed holds, misleading labels, archive failure, and extended exposure through quarantine."},"scalability":{"score":3,"rationale":"The lifecycle structure could be reused across repositories, but differing schemas, artifact types, legacy formats, legal regimes, case classes, and authority arrangements would require substantial local configuration and validation."}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"50K_TO_250K","scope":"One bounded, read-only shadow-mode study at a single forensic laboratory using a stratified closed-case sample, including inventory, metadata and lineage review, policy simulation, copied-archive restore testing, outcome adjudication, legal-policy consultation, and evaluation reporting.","confidence":"LOW","assumptions":["The laboratory can provide authorized read-only access and copied archive samples.","The sample is limited rather than repository-wide.","Existing tools can export or inspect most relevant metadata without major platform development.","Specialist examiner, custodian, legal, security, and evaluation labor is included."]},"initial_deployment_startup":{"band_2026_usd":"1M_TO_5M","scope":"Production preparation for one medium-sized laboratory or repository, including repository integration, metadata remediation, identity and dependency mapping, policy configuration, hold reconciliation, archival infrastructure, restore validation, security review, training, and independent assurance before any disposition pathway is enabled.","confidence":"LOW","assumptions":["Legacy artifacts require material reconciliation and metadata enrichment.","Original evidence remains outside automated deletion pathways.","Existing repository platforms require integration or extension rather than total replacement.","Jurisdiction-specific legal and accreditation review is required."]},"operational_launch":{"band_2026_usd":"250K_TO_1M","scope":"Controlled production launch within one laboratory, initially limited to authority labeling and archival demotion, with case-authority review, monitoring, exception handling, restoration drills, user training, and staged expansion by artifact and case class.","confidence":"LOW","assumptions":["Startup integrations and policies have passed independent validation.","Launch excludes automatic deletion and begins with reversible lifecycle changes.","Dedicated operational, legal, records, and technical support is available.","Historical backlog processing is staged rather than completed at launch."]},"annual_recurring":{"band_2026_usd":"250K_TO_1M","scope":"Annual operation for one laboratory, covering policy and hold revalidation, lifecycle reviews, exception adjudication, archive integrity and restoration tests, software and storage, security and audit work, format migration, training, and governance coordination.","confidence":"LOW","assumptions":["Human review remains necessary for ambiguous artifacts and proposed dispositions.","Archive preservation and credential management require continuing maintenance.","Legal and policy changes trigger periodic rule updates.","The estimate does not cover unusually large evidence volumes or multi-jurisdiction deployment."]}},"research_burden":"HIGH","earliest_credible_horizon":"3_TO_12_MONTHS","pipeline_gates":{"recognizable_externally_supportable_problem":{"status":"UNCERTAIN","reason":"The conflict between stale derivatives and preservation duties is recognizable and internally coherent, but the sealed packet supplies no representative audit showing prevalence or material consequences in an actual repository."},"identifiable_adopter_or_authorizer":{"status":"YES","reason":"The candidate identifies laboratory evidence custodians and records authorities as lifecycle approvers, constrained by legal counsel, courts, disclosure duties, and accredited policy."},"distinct_testable_incremental_claim":{"status":"YES","reason":"The candidate claims that artifact-level lifecycle rules will outperform ordinary retention in active search by reducing stale results or review effort without missed holds, broken dependencies, incorrect authority labels, or failed restorations."},"bounded_next_evidence_step":{"status":"YES","reason":"A stratified, read-only closed-case pilot can compare ordinary repository results with shadow lifecycle results, test restoration on copies, and preserve the production source state."},"no_unresolved_safety_or_authority_stop":{"status":"YES","reason":"For the evidence step, production deletion and access changes are excluded, source data remain unchanged, authorized local operators supply policy, and explicit halt conditions cover missed holds, unresolved lineage, failed restoration, and impaired disclosure or reconstruction."},"implementation_cost_scope_and_range":{"status":"UNCERTAIN","reason":"The candidate identifies major implementation activities but provides no repository size, artifact volume, metadata quality, platform architecture, backlog, staffing model, or jurisdictional review burden from which a dependable deployment range could be validated."}},"blocking_evidence":["A representative stratified audit establishing whether incomplete lifecycle metadata and apparently current superseded artifacts occur often enough to create material search, exposure, maintenance, or capacity consequences.","Evidence that artifact identities, authority states, dependencies, retention bases, and legal holds can be reconciled at sufficient accuracy to keep protected materials out of disposition pathways.","A predeclared shadow-mode comparison showing reduced stale active-search results or review effort relative to ordinary practice, with no missed holds, broken dependencies, incorrect authority labels, or failed restorations.","Successful integrity and accessibility restoration tests across the relevant archive formats, credentials, and storage tiers.","Authorized local confirmation that proposed lifecycle states and review responsibilities comply with controlling disclosure, retention, appeal, court-order, accreditation, and data-protection requirements."],"next_evidence_step":"With custodian, records-authority, and legal approval, predeclare sampling strata, artifact denominators, authority-label adjudication, baseline search and review-effort measures, and a zero-tolerance safety threshold; then run a read-only study on a bounded stratified sample of closed cases. Compare ordinary repository search and review against shadow lifecycle rules, and test restoration only on copied archive samples. Falsify further work if no material stale-artifact or burden problem is observed, no improvement appears, or any hold is missed, dependency breaks, authority label is incorrect, or restoration fails.","research_questions":["How often do superseded derivatives remain discoverable without a clear non-authoritative status, and what measurable consequences follow?","What proportion of artifacts can be identity-resolved and linked to originals, dependencies, reports, holds, and retention authority with acceptable confidence?","Against ordinary repository practice, do shadow lifecycle rules reduce stale active-search results or examiner review effort?","Can every sampled archived artifact be restored with verified integrity, usable credentials, and sufficient context for disclosure and reconstruction?","Which artifact and case classes must be permanently excluded from disposition, and who must review each lifecycle transition?","Does quarantine or archival demotion reduce exposure and active burden, or merely relocate risk and extend retention?","How sensitive are results to jurisdiction, case type, repository platform, artifact format, and metadata quality?","Do documented forensic retention, evidence-management, archival-restoration, or supersession practices already implement the same material combination?"] ,"recommendation":"PARTNERED_RESEARCH","uncertainty_constraints":["Problem prevalence, stakeholder demand, realized impact, and repository burden are hypotheses rather than measured facts.","Prior art and world distinctiveness cannot be determined from the sealed packet.","Costs are broad resource-equivalent bands without repository size, backlog, staffing, platform, or jurisdictional inputs.","Legal authority and retention requirements vary by jurisdiction and must be supplied by authorized local actors.","The analogy to decay is limited because old forensic material may retain or gain probative, exculpatory, or legal value.","Deployment feasibility depends on identity, lineage, dependency, hold, and restoration quality that the packet does not establish."],"closed_book_prior_art_boundary":"Prior art is unsearched and unverified. This closed-book assessment makes no claim that the artifact-level forensic lifecycle mechanism is novel, uncommon, or absent from existing retention, evidence-management, archival-restoration, supersession, or records-governance practice."}