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ResonanceDetector Evaluation Summary
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AGGREGATE METRICS:
  Precision:     1.000 (100.0%)
  Recall:        0.900 (90.0%)
  F1 Score:      0.947 (94.7%)
  PR-AUC:        0.985
  True Pos:      18
  False Pos:     0
  False Neg:     2

METRICS BY INTENT MODE:
  Vocal Clean:
    Signals: 2, P=1.00, R=1.00, F1=1.00
  Drum Punch:
    Signals: 2, P=1.00, R=0.75, F1=0.86
  None:
    Signals: 2, P=1.00, R=0.75, F1=0.86
  Guitar Space:
    Signals: 2, P=1.00, R=1.00, F1=1.00
  Master Polish:
    Signals: 2, P=1.00, R=1.00, F1=1.00

PER-SIGNAL BREAKDOWN:
  Signal                Planted   TP   FP   FN    Prec     Rec      F1
  --------------------------------------------------------------------
  vocal_sim                   2    2    0    0   1.00   1.00   1.00
  vocal_clean                 0    0    0    0   1.00   1.00   1.00
  drum_bus                    2    2    0    0   1.00   1.00   1.00
  kick_heavy                  2    1    0    1   1.00   0.50   0.67
  bass_di                     2    1    0    1   1.00   0.50   0.67
  guitar_amp                  2    2    0    0   1.00   1.00   1.00
  acoustic_guitar             2    2    0    0   1.00   1.00   1.00
  full_mix                    3    3    0    0   1.00   1.00   1.00
  synth_pad                   2    2    0    0   1.00   1.00   1.00
  harsh_master                3    3    0    0   1.00   1.00   1.00

SUCCESS CRITERIA: F1 ≥ 0.70 → PASSED ✓
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