These alerts are synthetic and hand-labelled. They exist so Bishop's behaviour can be measured against known ground truth — they are not evidence that it works on real-world noise, because they contain none. This is also the set the thresholds were tuned against, so it flatters; the held-out set in fixtures/holdout/ is the honest number. The expected verdict is shown here for reading the demo; Bishop never sees it.

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