{"classifications":[{"opaque_id":"SUB090","substrate":"COMPUTATIONAL_INFORMATION","reason":"Tree representation, constraint filtering, and branch-and-bound logic perform the selection."},{"opaque_id":"SUB107","substrate":"GOVERNANCE_PROCESS","reason":"The intervention changes audit-credit rules, review consequences, and remediation incentives."},{"opaque_id":"SUB078","substrate":"GOVERNANCE_PROCESS","reason":"Delegation charters, authorization boundaries, appeals, and renewal rules are central."},{"opaque_id":"SUB095","substrate":"COMPUTATIONAL_INFORMATION","reason":"Explicit causal-path representation and constraint-based pruning perform the narrowing."},{"opaque_id":"SUB079","substrate":"GOVERNANCE_PROCESS","reason":"Structured mentoring, assessment, and authority boundaries shape trainee practice."},{"opaque_id":"SUB004","substrate":"COMPUTATIONAL_INFORMATION","reason":"Formal program models, decision contracts, and analysis routing provide the intervention."},{"opaque_id":"SUB069","substrate":"COMPUTATIONAL_INFORMATION","reason":"State-vector modeling and eigendecomposition identify and rank discrepancy patterns."},{"opaque_id":"SUB067","substrate":"COMPUTATIONAL_INFORMATION","reason":"Kernel-state synchronization, epoch fencing, and takeover logic maintain execution continuity."},{"opaque_id":"SUB138","substrate":"COMPUTATIONAL_INFORMATION","reason":"A software recovery loop models failures, selects actions, and updates from results."},{"opaque_id":"SUB029","substrate":"COMPUTATIONAL_INFORMATION","reason":"Queue classification and supersession-aware admission logic determine work removal."},{"opaque_id":"SUB077","substrate":"COMPUTATIONAL_INFORMATION","reason":"A stateful automated admission controller governs bot requests and recovery probes."},{"opaque_id":"SUB128","substrate":"COMPUTATIONAL_INFORMATION","reason":"Saturation-aware retry classification and automated response logic redirect retries."},{"opaque_id":"SUB068","substrate":"COMPUTATIONAL_INFORMATION","reason":"Version-keyed data routing and immutable decoder-map selection determine interpretation."},{"opaque_id":"SUB059","substrate":"COMPUTATIONAL_INFORMATION","reason":"Sensor inputs feed a revised control rule for heater commands."},{"opaque_id":"SUB121","substrate":"COMPUTATIONAL_INFORMATION","reason":"Software process isolation, resource quotas, and bounded cross-root interfaces provide containment."},{"opaque_id":"SUB135","substrate":"PHYSICAL_MATERIAL","reason":"Staged monomer-feed changes and reactor response govern the physical reaction load."},{"opaque_id":"SUB030","substrate":"PHYSICAL_MATERIAL","reason":"Separated microcapsule activation bands alter the material’s hardener-release behavior."},{"opaque_id":"SUB140","substrate":"COMPUTATIONAL_INFORMATION","reason":"State-triggered interface logic controls which procedural information is shown."},{"opaque_id":"SUB037","substrate":"GOVERNANCE_PROCESS","reason":"Restoration stages, reconciliation gates, staffing thresholds, and rollback rules govern posting."},{"opaque_id":"SUB001","substrate":"GOVERNANCE_PROCESS","reason":"The intervention revises approval requirements and review allocation by risk tier."}]}