For ordered times , the joint density together with is . Dividing by gives , exactly the density of uniform order statistics. See Poisson process.
Conditionally on , is Poisson with mean . Mixing over the exponential density gives
Thus it is geometric on with success probability .
An arrival at remains active with probability when , and zero later. By Poisson thinning, the detector count is Poisson with mean

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