Providing a comprehensive thematic review of the Science-Policy Interface (SPI): A probabilistic topic modeling approach

IF 4.9 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES
Yoann Guntzburger , Marine Hadengue
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引用次数: 0

Abstract

Interactions between the scientific community and policymakers have substantially increased over the past two decades, reflecting a collective effort to craft evidence-based policies and foster policy-relevant scientific research. This evolving relationship has given rise to a growing body of academic research aimed at analyzing the characteristics of, or the challenges related to, such interactions often grouped under the concept of ‘Science-Policy Interface’. Recent studies have initiated endeavours to consolidate this still fragmented field through global reviews, but such attempts remain scarce, which limits our understanding of this rich and complex concept. This article aims to contribute to this integrating effort by applying a text mining approach based on a latent Dirichlet allocation model on 1048 Scopus-indexed abstracts published from 1964 to 2023. This analysis uncovers 60 distinct latent topics, which are then synthesised into 15 meta-themes using hierarchical clustering. Five of these dominant themes relate to specific challenges inherent to the nature and the dynamics of the knowledge interaction process and its organization within the Science-Policy Interfaces, while the remaining themes pertain to specific issues that are addressed by these interfaces. Persistent gaps in this literature regarding the concepts of trust, power, and the issue of energy are identified. By discussing the interconnectedness of the clusters in relationship with previous reviews, this study not only provides a comprehensive thematic review of the Science-Policy Interfaces field but also identifies pivotal research directions and offers a structured synthesis that can guide future evidence-based policy research and practice.
提供科学-政策接口(SPI)的全面专题综述:一种概率主题建模方法
在过去二十年中,科学界和决策者之间的互动大大增加,反映了制定基于证据的政策和促进与政策相关的科学研究的集体努力。这种不断发展的关系导致了越来越多的学术研究,旨在分析这种相互作用的特征或与之相关的挑战,这些相互作用通常被归为“科学-政策界面”的概念。最近的研究已经开始努力通过全球审查来巩固这一仍然支离破碎的领域,但这种尝试仍然很少,这限制了我们对这一丰富而复杂的概念的理解。本文旨在通过对1964年至2023年发表的1048篇scopus索引摘要应用基于潜在Dirichlet分配模型的文本挖掘方法,为这一整合工作做出贡献。该分析揭示了60个不同的潜在主题,然后使用分层聚类将其合成为15个元主题。其中五个主要主题涉及科学-政策界面中知识交互过程及其组织的本质和动态所固有的具体挑战,而其余主题则涉及这些界面所解决的具体问题。本文献中关于信任、权力和能量问题的概念存在持续的差距。本研究通过讨论集群之间的相互联系,结合以往的研究,不仅对科学-政策接口领域进行了全面的专题回顾,而且确定了关键的研究方向,并提供了一个结构化的综合,可以指导未来的循证政策研究和实践。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Environmental Science & Policy
Environmental Science & Policy 环境科学-环境科学
CiteScore
10.90
自引率
8.30%
发文量
332
审稿时长
68 days
期刊介绍: Environmental Science & Policy promotes communication among government, business and industry, academia, and non-governmental organisations who are instrumental in the solution of environmental problems. It also seeks to advance interdisciplinary research of policy relevance on environmental issues such as climate change, biodiversity, environmental pollution and wastes, renewable and non-renewable natural resources, sustainability, and the interactions among these issues. The journal emphasises the linkages between these environmental issues and social and economic issues such as production, transport, consumption, growth, demographic changes, well-being, and health. However, the subject coverage will not be restricted to these issues and the introduction of new dimensions will be encouraged.
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