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Treatment of uncorrected measurement bias in uncertainty estimation for chemical measurements

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Abstract

Consistent treatment of measurement bias, including the question of whether or not to correct for bias, is essential for the comparability of measurement results. The case for correcting for bias is discussed, and it is shown that instances in which bias is known or suspected, but in which a specific correction cannot be justified, are comparatively common. The ISO Guide to the Expression of Uncertainty in Measurement does not provide well for this situation. It is concluded that there is a need for guidance on handling cases of uncorrected bias. Several different published approaches to the treatment of uncorrected bias and its uncertainty are critically reviewed with regard to coverage probability and simplicity of execution. On the basis of current studies, and taking into account testing laboratory needs for a simple and consistent approach with a symmetric uncertainty interval, we conclude that for most cases with large degrees of freedom, linear addition of a bias term adjusted for exact coverage (“Ue”) as described by Synek is to be preferred. This approach does, however, become more complex if degrees of freedom are low. For modest bias and low degrees of freedom, summation of bias, bias uncertainty and observed value uncertainty in quadrature (“RSSu”) provides a similar interval and is simpler to adapt to reduced degrees of freedom, at the cost of a more restricted range of application if accurate coverage is desired.

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Notes

  1. The ladder of errors is a specific concept introduced elsewhere [1, 2] and we have retained the terminology used in the original reference.

  2. “Empirical”: a correction determined solely from experimental observations, without underlying theoretical basis. Empirical corrections may be as simple as the application of a ‘recovery factor’.

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Acknowledgement

The authors thank Marina Patriarca, ISS, Italy and Ivo Leito, Tartu University, Estonia and Elvar Theodorsson, University Hospital of Linköping, Sweden for stimulating and valuable discussions and contributions.

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Correspondence to Bertil Magnusson.

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Magnusson, B., Ellison, S.L.R. Treatment of uncorrected measurement bias in uncertainty estimation for chemical measurements. Anal Bioanal Chem 390, 201–213 (2008). https://doi.org/10.1007/s00216-007-1693-1

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