{
  "limitations": [
    "The recommendation is based on synthetic validation cases, not real traffic volume or real reviewer throughput.",
    "The capacity model assumes evenly distributed review arrivals; burst traffic would need queueing simulation."
  ],
  "operating_controls": [
    "Keep the benign-intent guard enabled before applying the secondary floor.",
    "Track floor reviewer precision and benign new-review rate before expanding the targeted categories.",
    "Treat 4 or 8 cases per reviewer per day as capacity-breach conditions for this validation volume.",
    "Re-estimate the floor volume on a larger sample before treating the policy as production-ready."
  ],
  "report_type": "safety_secondary_review_operating_recommendation",
  "scenarios": [
    {
      "capacity_buffer_cases": -9,
      "capacity_buffer_rate": -1.125,
      "capacity_status": "capacity_breach",
      "capacity_utilization": 2.125,
      "estimated_backlog_days": 3,
      "floor_review_count": 17,
      "operating_decision": "not_recommended_capacity_breach",
      "reviewer_count": 2,
      "reviewer_daily_capacity": 4,
      "total_daily_capacity": 8
    },
    {
      "capacity_buffer_cases": -1,
      "capacity_buffer_rate": -0.0625,
      "capacity_status": "capacity_breach",
      "capacity_utilization": 1.0625,
      "estimated_backlog_days": 2,
      "floor_review_count": 17,
      "operating_decision": "not_recommended_capacity_breach",
      "reviewer_count": 2,
      "reviewer_daily_capacity": 8,
      "total_daily_capacity": 16
    },
    {
      "capacity_buffer_cases": 15,
      "capacity_buffer_rate": 0.4688,
      "capacity_status": "within_capacity",
      "capacity_utilization": 0.5312,
      "estimated_backlog_days": 1,
      "floor_review_count": 17,
      "operating_decision": "recommended_minimum",
      "reviewer_count": 2,
      "reviewer_daily_capacity": 16,
      "total_daily_capacity": 32
    },
    {
      "capacity_buffer_cases": 31,
      "capacity_buffer_rate": 0.6458,
      "capacity_status": "within_capacity",
      "capacity_utilization": 0.3542,
      "estimated_backlog_days": 1,
      "floor_review_count": 17,
      "operating_decision": "acceptable_extra_buffer",
      "reviewer_count": 2,
      "reviewer_daily_capacity": 24,
      "total_daily_capacity": 48
    }
  ],
  "summary": {
    "benign_intent_guard": true,
    "breach_reviewer_daily_capacities": [
      4,
      8
    ],
    "capacity_buffer_cases": 15,
    "capacity_buffer_rate": 0.4688,
    "decision": "Adopt the targeted secondary review floor only when the review team can sustain at least 16 cases per reviewer per day for this validation volume.",
    "floor_review_count": 17,
    "minimum_reviewer_daily_capacity": 16,
    "minimum_total_daily_capacity": 32,
    "policy_name": "category_targeted_secondary_review_floor",
    "recommendation": "adopt_targeted_floor_with_minimum_capacity",
    "recommended_capacity_utilization": 0.5312,
    "recommended_estimated_backlog_days": 1,
    "review_sla_hours": 8,
    "reviewer_count": 2,
    "secondary_review_ceiling": 0.45,
    "secondary_review_floor": 0.25,
    "staffing_assumption": "2 reviewers, 16 cases per reviewer per day minimum, 8-hour review SLA",
    "validation_recommendation": "validate_with_monitoring",
    "within_capacity_reviewer_daily_capacities": [
      16,
      24
    ]
  }
}