{
  "selected": "hybrid-ce",
  "candidates": [
    {
      "name": "hybrid-ce",
      "score": 0.12241884552654395,
      "preservation_gate": true,
      "calibration_gate": true
    },
    {
      "name": "hybrid-proper",
      "score": 0.09892370153212077,
      "preservation_gate": true,
      "calibration_gate": true
    },
    {
      "name": "span-ce",
      "score": 0.05334049616988593,
      "preservation_gate": false,
      "calibration_gate": true
    },
    {
      "name": "span-proper",
      "score": 0.04707080430685362,
      "preservation_gate": false,
      "calibration_gate": true
    }
  ],
  "rule": "public benchmarks excluded; preserve validation/schema/firewall, bound ECE damage, then maximize internal confusability/generalization/calibration score"
}