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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=0.934  breach-agree=0.974  P=0.937[0.848,0.975](tp=59 fp=4)  R=0.967[0.888,0.991](fn=2)
  BEM      4way=0.917  breach-agree=0.959  P=0.934[0.843,0.974](tp=57 fp=4)  R=0.966[0.885,0.991](fn=2)
  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=0.968 (tp=30 fp=1)  R=0.857 (fn=5)
  SELF_ATTRIBUTED: P=0.719 (tp=23 fp=9)  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=0.967 (fn=2)
    [PASS     ] gold breach precision ≥ 0.80: P=0.937 (fp=4)
  G-A VERDICT: PASS
