{"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__veterinary_medicine","archetype_slug":"layer_decay_and_expiration_management","domain_slug":"veterinary_medicine","title":"Governed lifecycle states for stale active veterinary-record layers","opportunity_summary":"Test whether explicit lifecycle states, clinician adjudication, dependency and retention gates, reversible archiving, and restoration controls can reduce ambiguous stale information in longitudinal veterinary records relative to ordinary reconciliation. The packet establishes a coherent mechanism and safe retrospective test, but not problem prevalence, clinical benefit, legal compatibility, novelty, or production feasibility.","adopter_authorizer":"A clinic medical director and records/compliance officer would approve policy; treating veterinarians would determine clinical currentness, and designated records staff would control destructive disposition.","scores":{"meaningful_impact":{"score":3,"rationale":"Reducing stale active diagnoses, medications, alerts, and instructions could improve time-limited interpretation while preserving history, but the packet provides no evidence that ambiguity, review burden, or resulting errors are frequent or consequential."},"stakeholder_pull":{"score":2,"rationale":"Clinicians, records staff, animal patients, and owners are identifiable beneficiaries, but no adopter demand, workflow complaints, purchasing interest, or willingness to perform continuing lifecycle review is demonstrated."},"incremental_advantage":{"score":3,"rationale":"Compared with periodic clinician-led reconciliation, the proposal adds record-wide lifecycle states, dependency and retention gates, governed disposition, audit trails, and restore drills. Whether these additions improve interpretation or merely add review work remains untested."},"distinctiveness_plausibility":{"score":3,"rationale":"The governed combination is meaningfully specified against the stated nearest rival, but prior art is explicitly unsearched, so distinctiveness from existing veterinary-record functionality or reconciliation systems cannot be established closed-book."},"technical_implementability":{"score":3,"rationale":"A manual silent retrospective test is straightforward, while production implementation would require reliable provenance, identity resolution, dependency detection, protected-record handling, archival retrieval, auditability, and integration with unspecified record systems."},"adoption_authority_feasibility":{"score":3,"rationale":"Clinical, policy, compliance, and destructive-disposition authorities are explicitly assigned, but jurisdiction-specific retention, destruction, consent, investigation, and legal-hold requirements remain unresolved."},"evidence_readiness":{"score":4,"rationale":"The candidate specifies a bounded 200-encounter silent test, independent clinician adjudication, baseline comparison, measurable outcomes, negative tests, halt conditions, and restoration checks. Preset thresholds and sampling details still need definition."},"safety_net_benefit":{"score":4,"rationale":"Silent mode, retention of originals, clinician confirmation, protected-record overrides, separation of clinical and destructive authority, audit logs, halt rules, and restore drills materially limit early-test harm, although they do not eliminate identity or dependency errors."},"scalability":{"score":2,"rationale":"Scaling would likely require adaptation to heterogeneous record schemas, local retention policies, workflow conventions, archive systems, and sustained clinician adjudication; the packet supplies no evidence that these burdens can be standardized or automated safely."}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"10K_TO_50K","scope":"One-clinic silent retrospective study of 200 closed encounters, including extraction, stratification, dual-clinician adjudication, baseline comparison, analysis, and limited records/compliance review.","confidence":"MODERATE","assumptions":["Records can be accessed and de-identified or reviewed under existing clinic authority.","Flag generation can initially use manual rules or a lightweight prototype without production integration.","The adjudicated subset and clinician time remain limited to the specified study."]},"initial_deployment_startup":{"band_2026_usd":"50K_TO_250K","scope":"Design and validation of a non-destructive prototype, lifecycle taxonomy, provenance inventory, dependency rules, retention matrix, audit logging, and clinic-specific workflow.","confidence":"LOW","assumptions":["Deployment is limited to one clinic and one primary record platform.","Existing archive, authentication, and audit capabilities can be reused.","No automatic deletion or treatment-changing action is enabled."]},"operational_launch":{"band_2026_usd":"250K_TO_1M","scope":"Production launch at one clinic or small clinic group, including record-system integration, validation, access controls, training, policy approval, retrieval and restore testing, monitoring, and evaluation.","confidence":"LOW","assumptions":["The record vendor permits required integration and state changes.","Protected-record and dependency logic can be implemented without rebuilding the core record system.","Launch remains clinician-confirmed and excludes autonomous destructive disposition."]},"annual_recurring":{"band_2026_usd":"50K_TO_250K","scope":"Ongoing clinician and records review, policy maintenance, exception handling, monitoring, audits, restore drills, software support, and periodic revalidation for a limited clinic deployment.","confidence":"LOW","assumptions":["Review volume is manageable and does not require dedicated large-scale staffing.","Integration and archival services remain stable.","Policy variation is limited to the initial operating jurisdictions."]}},"research_burden":"HIGH","earliest_credible_horizon":"0_TO_3_MONTHS","pipeline_gates":{"recognizable_externally_supportable_problem":{"status":"YES","reason":"The candidate identifies observable ambiguous active states, duplicated or superseded entries, and manual reconciliation in longitudinal records, with a direct baseline audit capable of testing the problem; prevalence and magnitude remain unverified."},"identifiable_adopter_or_authorizer":{"status":"YES","reason":"The clinic medical director, records/compliance officer, treating veterinarian, and designated records staff are explicitly assigned distinct approval and disposition roles."},"distinct_testable_incremental_claim":{"status":"YES","reason":"The proposed lifecycle, dependency, archival, and governance mechanisms can be compared with ordinary reconciliation on adjudicated precision, review time, interpretation, disagreement, and missed dependencies."},"bounded_next_evidence_step":{"status":"YES","reason":"A silent-mode retrospective test on 200 closed encounters is specified, changes no records, uses two independent clinicians, and includes decision-relevant comparisons and falsifiers."},"no_unresolved_safety_or_authority_stop":{"status":"UNCERTAIN","reason":"Strong exclusions, halt rules, retained originals, and rollback are specified, but applicable retention, destruction, consent, investigation, quarantine, and legal-hold requirements have not been established for the pilot jurisdiction."},"implementation_cost_scope_and_range":{"status":"UNCERTAIN","reason":"The mechanism defines major implementation components, but the sealed packet does not identify record-platform architecture, interface access, data quality, archive capability, review volume, or policy variation needed to validate a production cost range."}},"blocking_evidence":["Representative baseline evidence on the frequency of ambiguous active layers and their association with reconciliation time, disagreement, or incorrect current-state interpretation.","Silent-test evidence that candidate flags achieve acceptable adjudicated precision and improve review or interpretation without excessive disagreement, missed dependencies, or protected-record recommendations.","An authorized retention and disposition matrix covering relevant record classes, consent constraints, investigations, legal holds, quarantine, destruction, and restoration.","Technical evidence that provenance, animal and episode identity, dependencies, archive retrieval, audit logs, and rollback can operate reliably in the intended record platform."],"next_evidence_step":"Run the authorized silent-mode retrospective study on 200 closed encounters from one clinic: stratify flagged and unflagged records, have two clinicians independently adjudicate a predefined sample, and compare ambiguity, review time, current-state interpretation, disagreement, and missed dependencies with ordinary reconciliation. Treat low baseline ambiguity or burden, inadequate flag precision, no improvement, excessive disagreement, or any repeated protected-record or dependency failure as falsifying or stopping evidence; make no record changes.","research_questions":["How often do representative veterinary records contain ambiguous, duplicated, superseded, or incorrectly active entries?","Do those entries materially increase reconciliation time, clinician disagreement, or incorrect interpretation of current state?","What precision and workload does the proposed flagging process achieve relative to ordinary reconciliation?","Which dependencies, protected record classes, retention periods, holds, consent rules, and destruction obligations apply in the pilot setting?","Can lifecycle labels remain maintained over time without creating alert fatigue or an additional stale layer?","Can archived material be retrieved and restored within clinically acceptable time and without loss of meaning or provenance?","Which existing veterinary-record products or workflows already provide comparable lifecycle and governed-disposition functions?"],"recommendation":"VALIDATE_PROBLEM_FIRST","uncertainty_constraints":["Closed-book assessment with no external verification of prevalence, realized clinical impact, stakeholder demand, legal requirements, prior art, platform capabilities, scalability, or exact resource needs.","All cost bands are broad resource-equivalent estimates conditioned on a limited clinic deployment and may change materially with vendor access, jurisdiction, review volume, and integration complexity.","The candidate is a hypothesis; its structural completeness does not establish that stale active layers are common or that lifecycle management outperforms ordinary reconciliation.","No live deployment, automatic inactivation, clinical change, or destructive action is supported by the present evidence."],"closed_book_prior_art_boundary":"Prior-art status is explicitly UNSEARCHED. This assessment finds only that the proposal is internally differentiated from its stated nearest rival; it makes no claim that lifecycle states, reconciliation support, archival controls, dependency gates, or their combination are novel in veterinary or other record systems."}