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线性加权回归模型评估仪器定量不确定度的教程与电子表格:电感耦合等离子体质谱法测定鼻喷雾剂中的元素杂质

Tutorial and spreadsheet for the evaluation of instrumental quantification uncertainty by the linear weighted regression model: Determination of elemental impurities in a nasal spray by ICP-MS.

作者信息

Pluháček Tomáš, Milde David, Součková Jitka, Bettencourt da Silva Ricardo J N

机构信息

Department of Analytical Chemistry, Faculty of Science, Palacký University Olomouc, 17. listopadu 12, 771 46, Olomouc, Czech Republic.

Centro de Química Estrutural, Faculdade de Ciências, Universidade de Lisboa, Campo Grande, 1749-016, Lisboa, Portugal.

出版信息

Talanta. 2021 Apr 1;225:122044. doi: 10.1016/j.talanta.2020.122044. Epub 2020 Dec 24.

DOI:10.1016/j.talanta.2020.122044
PMID:33592767
Abstract

A tutorial and spreadsheet for the validation and bottom-up uncertainty evaluation of quantifications performed by instrumental methods of analysis based on linear weighted calibrations is presented. The developed tool automatically assesses if calibrator values uncertainty is negligible given instrumental signal precision, assesses signal homoscedasticity by the Levene's test, guides the selection of weighting factors and evaluates the fitness of the regression model to define the calibration curve. The spreadsheet allows the use of the linear weighted regression model without the need for collecting many replicate signals of calibrators and sample by taking previously developed detailed models of signal precision variation in the calibration interval after adjustments to the daily precision conditions. This tool was successfully applied to the determination of the mass concentration of Cd, Pb, As, Hg, Co, V and Ni in a nasal spray by ICP-MS after samples dilution and acidification. The developed uncertainty models were checked through the analysis of nasal sprays after spiking with known analyte concentration levels. The metrological compatibility between estimated and reference analyte levels for 95% or 99% confidence level supports uncertainty model adequacy. The spiked samples were quantified from many replicate signals but uncertainty evaluation from duplicate calibrator and sample signals was assessed by randomly selecting calibrators and sample signals and by numerically defining a minimum acceptable success rate of the compatibility tests. The developed model was proven adequate to quantify the uncertainty of the studied measurements.

摘要

本文介绍了一个教程和电子表格,用于基于线性加权校准的仪器分析方法所进行的定量分析的验证和自下而上的不确定度评估。所开发的工具会根据仪器信号精度自动评估校准物值的不确定度是否可忽略不计,通过Levene检验评估信号的同方差性,指导加权因子的选择,并评估回归模型对校准曲线定义的拟合度。该电子表格允许使用线性加权回归模型,而无需在校准区间内根据每日精度条件进行调整后,通过采用先前开发的信号精度变化详细模型来收集校准物和样品的许多重复信号。该工具已成功应用于通过电感耦合等离子体质谱法(ICP-MS)在样品稀释和酸化后测定鼻喷雾剂中镉、铅、砷、汞、钴、钒和镍的质量浓度。通过对添加已知分析物浓度水平的鼻喷雾剂进行分析,对所开发的不确定度模型进行了检验。在95%或99%置信水平下,估计分析物水平与参考分析物水平之间的计量兼容性支持不确定度模型的充分性。加标样品通过许多重复信号进行定量,但通过随机选择校准物和样品信号并通过数值定义兼容性测试的最低可接受成功率,评估来自重复校准物和样品信号的不确定度。所开发的模型被证明足以量化所研究测量的不确定度。

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