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Equipped to deal with uncertainty in climate and impacts predictions: lessons from internal peer review

机译:具备应对气候不确定性和影响预测的能力:内部同行评审的经验教训

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摘要

The quantification of uncertainty is an increasingly popular topic, with clear importance for climate change policy. However, uncertainty assessments are open to a range of interpretations, each of which may lead to a different policy recommendation. In the EQUIP project researchers from the UK climate modelling, statistical modelling, and impacts communities worked together on ‘end-to-end’ uncertainty assessments of climate change and its impacts. Here, we use an experiment in peer review amongst project members to assess variation in the assessment of uncertainties between EQUIP researchers. We find overall agreement on key sources of uncertainty but a large variation in the assessment of the methods used for uncertainty assessment. Results show that communication aimed at specialists makes the methods used harder to assess. There is also evidence of individual bias, which is partially attributable to disciplinary backgrounds. However, varying views on the methods used to quantify uncertainty did not preclude consensus on the consequential results produced using those methods. Based on our analysis, we make recommendations for developing and presenting statements on climate and its impacts. These include the use of a common uncertainty reporting format in order to make assumptions clear; presentation of results in terms of processes and trade-offs rather than only numerical ranges; and reporting multiple assessments of uncertainty in order to elucidate a more complete picture of impacts and their uncertainties. This in turn implies research should be done by teams of people with a range of backgrounds and time for interaction and discussion, with fewer but more comprehensive outputs in which the range of opinions is recorded.
机译:不确定性的量化是一个越来越受欢迎的话题,对于气候变化政策具有明显的重要性。但是,不确定性评估可以进行多种解释,每种解释都可能导致提出不同的政策建议。在EQUIP项目中,来自英国的气候建模,统计建模和影响研究人员共同开展了“端到端”气候变化及其影响的不确定性评估。在这里,我们使用项目成员之间的同行评审实验来评估EQUIP研究人员之间不确定性评估中的变化。我们发现不确定性的主要来源总体上一致,但是不确定性评估所用方法的评估差异很大。结果表明,针对专家的交流使所使用的方法难以评估。也有个人偏见的证据,这部分归因于学科背景。但是,对于用于量化不确定性的方法的不同观点并不能排除对使用这些方法产生的结果的共识。根据我们的分析,我们为开发和提出有关气候及其影响的陈述提供建议。这些措施包括使用通用的不确定性报告格式以使假设明确;以过程和权衡的方式呈现结果,而不仅仅是数字范围;并报告对不确定性的多种评估,以阐明影响及其不确定性的更完整描述。反过来,这意味着应该由具有不同背景和时间进行互动和讨论的人员组成的团队进行研究,并记录下意见的范围,但所涉及的内容要少但要全面。

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