{
  "gate": "pass",
  "checks": [
    {
      "name": "deletion_top_feature_drop",
      "passes": true,
      "detail": {
        "max_drop": 0.444993,
        "minimum": 0.08
      }
    },
    {
      "name": "permutation_importance_drop",
      "passes": true,
      "detail": {
        "max_drop": 0.25,
        "minimum": 0.03
      }
    },
    {
      "name": "stability_top1",
      "passes": true,
      "detail": {
        "top1_agreement": 0.9667,
        "minimum": 0.7
      }
    },
    {
      "name": "counterfactual_available",
      "passes": true,
      "detail": "al menos un caso tiene contrafactual accionable que cambia la decisión"
    },
    {
      "name": "comprehensiveness_top2",
      "passes": true,
      "detail": {
        "average": 0.210094,
        "minimum": 0.12
      }
    },
    {
      "name": "sufficiency_top2",
      "passes": true,
      "detail": {
        "average": 0.063245,
        "maximum": 0.2
      }
    },
    {
      "name": "feature_proxy_scan",
      "passes": true,
      "detail": {
        "max_abs_correlation": 0.8837,
        "maximum": 0.9,
        "top_pair": {
          "feature_a": "prior_cases",
          "feature_b": "student_wait_days",
          "correlation": 0.8837,
          "abs_correlation": 0.8837
        }
      }
    }
  ],
  "top_feature_distribution": [
    {
      "feature": "deadline_hours",
      "count": 10,
      "share": 0.5
    },
    {
      "feature": "student_wait_days",
      "count": 6,
      "share": 0.3
    },
    {
      "feature": "missing_payment",
      "count": 3,
      "share": 0.15
    },
    {
      "feature": "prior_cases",
      "count": 1,
      "share": 0.05
    }
  ],
  "recommendation": "permitir uso interno con monitorización"
}