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c08 · Detection (packed)

~90 s · onset + speed + noise grid

Spoken spine

Limits vs learned score. Onset plot shows score rising after inject. Median latency 7→3 s; 31/31 detect. Noise grid: F1 0.92–0.99, still full detect — high AR1/mixed hurts precision via FA.

Keywords on slide

• 7→3 s · 30/31→31/31 · TPR 0.88→0.96 · FPR 0
• noise F1 band · discuss gate

Oral beats

• Don’t open the 31-row heatmap; noise grid is enough for robustness.