Bren School of Environmental Science and Management, University of California Santa Barbara, Santa Barbara, CA, 93106, United States.
Environ Pollut. 2018 Mar;234:751-761. doi: 10.1016/j.envpol.2017.11.058. Epub 2017 Dec 21.
Chemicals in consumer products have become the focus of recent regulatory developments including California's Safer Consumer Products Act. However, quantifying the amount of chemicals released during the use and post-use phases of consumer products is challenging, limiting the ability to understand their impacts. Here we present a comprehensive framework, OrganoRelease, for estimating the release of organic chemicals from the use and post-use of consumer products given limited information. First, a novel Chemical Functional Use Classifier estimates functional uses based on chemical structure. Second, the quantity of chemicals entering different product streams is estimated based on market share data of the chemical functional uses. Third, chemical releases are estimated based on either chemical product categories or functional uses by using the Specific Environmental Release Categories and EU Technological Guidance Documents. OrganoRelease connects 19 unique functional uses and 14 product categories across 4 data sources and provides multiple pathways for chemical release estimation. Available user information can be incorporated in the framework at various stages. The Chemical Functional Use Classifier achieved an average accuracy above 84% for nine functional uses, which enables the OrganoRelease to provide release estimates for the chemical, mostly using only the molecular structure. The results can be can be used as input for methods estimating environmental fate and exposure.
消费品中的化学物质已成为近期监管发展的焦点,其中包括加利福尼亚州的《更安全消费品法案》。然而,量化消费品使用中和使用后阶段释放的化学物质的数量具有挑战性,这限制了人们对其影响的理解。在这里,我们提出了一个全面的框架 OrganoRelease,用于在有限的信息下估计消费品使用和使用后释放的有机化学物质的数量。首先,一种新颖的化学功能用途分类器根据化学结构估计功能用途。其次,根据化学功能用途的市场份额数据估算进入不同产品流的化学物质数量。第三,通过使用特定环境释放类别和欧盟技术指导文件,根据化学产品类别或功能用途估算化学物质的释放。OrganoRelease 将 4 个数据源中的 19 个独特的功能用途和 14 个产品类别联系起来,并提供了多种化学物质释放估算途径。在各个阶段都可以将可用的用户信息纳入框架中。化学功能用途分类器对 9 种功能用途的平均准确率超过 84%,这使得 OrganoRelease 能够主要仅使用分子结构提供化学物质的释放估计。结果可作为估计环境归宿和暴露的方法的输入。