The expected activity is . Under normal errors, least squares is maximum likelihood, and invariance of maximum-likelihood estimation gives
(1)
The covariance term vanishes by part (ii), so
(2)
This is uncertainty in the estimated mean activity; the variance of a future individual observation would include its additional measurement-error variance.

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