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将 Dempster-Shafer 理论应用于监管决策过程,以选择消费品中更安全的有毒化学品替代品。

Dempster-Shafer theory applied to regulatory decision process for selecting safer alternatives to toxic chemicals in consumer products.

机构信息

Department of Planning Policy and Design, University of California, Irvine, Irvine, California, USA.

出版信息

Integr Environ Assess Manag. 2014 Jan;10(1):12-21. doi: 10.1002/ieam.1460. Epub 2013 Dec 16.

DOI:10.1002/ieam.1460
PMID:23804574
Abstract

Regulatory agencies often face a dilemma when regulating chemicals in consumer products-namely, that of making decisions in the face of multiple, and sometimes conflicting, lines of evidence. We present an integrative approach for dealing with uncertainty and multiple pieces of evidence in toxics regulation. The integrative risk analytic framework is grounded in the Dempster-Shafer (D-S) theory that allows the analyst to combine multiple pieces of evidence and judgments from independent sources of information. We apply the integrative approach to the comparative risk assessment of bisphenol-A (BPA)-based polycarbonate and the functionally equivalent alternative, Eastman Tritan copolyester (ETC). Our results show that according to cumulative empirical evidence, the estimated probability of toxicity of BPA is 0.034, whereas the toxicity probability for ETC is 0.097. However, when we combine extant evidence with strength of confidence in the source (or expert judgment), we are guided by a richer interval measure, (Bel(t), Pl(t)). With the D-S derived measure, we arrive at various intervals for BPA, with the low-range estimate at (0.034, 0.250), and (0.097,0.688) for ETC. These new measures allow a reasonable basis for comparison and a justifiable procedure for decision making that takes advantage of multiple sources of evidence. Through the application of D-S theory to toxicity risk assessment, we show how a multiplicity of scientific evidence can be converted into a unified risk estimate, and how this information can be effectively used for comparative assessments to select potentially less toxic alternative chemicals.

摘要

监管机构在监管消费品中的化学物质时经常面临困境,即面对多种、有时甚至相互冲突的证据线索做出决策。我们提出了一种综合方法来处理毒理学监管中的不确定性和多份证据。综合风险分析框架基于 Dempster-Shafer(D-S)理论,允许分析师结合多份证据和来自独立信息来源的判断。我们将综合方法应用于双酚 A(BPA)基聚碳酸酯和功能等效替代品 Eastman Tritan 共聚酯(ETC)的比较风险评估。我们的结果表明,根据累积的经验证据,BPA 的毒性估计概率为 0.034,而 ETC 的毒性概率为 0.097。然而,当我们将现有证据与对来源的信心强度(或专家判断)相结合时,我们将受到更丰富的区间度量(Bel(t),Pl(t))的指导。通过 D-S 衍生的度量,我们为 BPA 得出了各种区间,低范围估计值为(0.034,0.250),ETC 为(0.097,0.688)。这些新的度量标准为比较提供了合理的基础,并为利用多种来源的证据进行决策制定提供了合理的程序。通过将 D-S 理论应用于毒性风险评估,我们展示了如何将多种科学证据转化为统一的风险估计,以及如何有效利用这些信息进行比较评估以选择潜在毒性较低的替代化学品。

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