Zero-mean random forces vanish in an ensemble average, while independent finite-bandwidth sample averages have variance proportional to the inverse sample count. Merely increasing detector bandwidth does not suppress physical noise; it can expose more fluctuations. Independence, filtering and averaging are separate assumptions.
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