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GOLD: local vs gold_label_a4  (n=228)   panel benchmarks: {'gold_4way_agreement': 0.921, 'gold_breach_agreement': 0.961, 'gold_breach_precision': 0.952, 'gold_breach_recall': 1.0}
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  overall  4way=0.904  breach-agree=0.974  P=1.000[0.935,1.000](tp=55 fp=0)  R=0.902[0.802,0.954](fn=6)
  BEM      4way=0.869  breach-agree=0.959  P=1.000[0.932,1.000](tp=53 fp=0)  R=0.898[0.795,0.953](fn=6)
  recall   4way=0.964  breach-agree=1.000  P=1.000[0.342,1.000](tp=2 fp=0)  R=1.000[0.342,1.000](fn=0)
  OWNED: P=1.000 (tp=22 fp=0)  R=0.629 (fn=13)
  SELF_ATTRIBUTED: P=0.697 (tp=23 fp=10)  R=0.885 (fn=3)
  planted positives: 9  caught-as-breach=9  caught-as-OWNED=9
  unparseable local labels: 0
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  G-A GATE EVALUATION (locked thresholds):
    [PASS     ] gold breach recall ≥ 0.90: R=0.902 (fn=6)
    [PASS     ] gold breach precision ≥ 0.80: P=1.000 (fp=0)
  G-A VERDICT: PASS
