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We would like to present a technique to adjust the uncertainty estimates of each point in a time series, so that the variance of the time series is consistent with the uncertainty estimates of its component points. This would allow the uncertainty of the mean of the time series to be accurately estimated. We will demonstrate the use of the technique to calculate to combine the coefficients of a GSICS correction.