I suppose it's a signal-detection problem. One would need to understand the frequency at which misses vs false-alarms happen to judge whether this is a big dea

I suppose it's a signal-detection problem. One would need to understand the frequency at which misses vs false-alarms happen to judge whether this is a big deal or not. From one data-point alone, this is absolutely a "non-story".