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使用贝叶斯网络对亚马逊土著土地环境可持续性的社会驱动因素进行建模。

Modeling the social drivers of environmental sustainability among Amazonian indigenous lands using Bayesian networks.

作者信息

Walker Robert S, Paige Jonathan

机构信息

Department of Anthropology, University of Missouri, Columbia, Missouri, United States of America.

出版信息

PLoS One. 2024 Jan 25;19(1):e0297501. doi: 10.1371/journal.pone.0297501. eCollection 2024.

Abstract

Amazonia is an invaluable global asset for all its ecological and cultural significance. Indigenous peoples and their lands are pivotal in safeguarding this unique biodiversity and mitigating global climate change. Understanding the causal structure behind variation in the degree of environmental conservation across different indigenous lands-each with varying institutional, legal, and socioenvironmental conditions-is an essential source of information in the struggle for long-term sustainable management of Amazonian ecosystems. Here, we use data from the Instituto Socioambiental for 361 indigenous lands in the Brazilian Amazon coded for environmental integrity, territorial integrity, legal stability, indigenous governance, and threats due to infrastructure projects. Using Bayesian networks to learn the causal structure amongst these variables reveals two causal pathways leading to environmental integrity. One causal pathway starts with territorial integrity and is mediated by infrastructure projects, while the other is directly from legal stability. Hence, safeguarding indigenous lands from exploitation is best accomplished via legal land rights and stricter enforcement instead of placing the onus on indigenous governance, which is also a direct outcome of legal stability.

摘要

亚马逊地区因其生态和文化意义,是一项宝贵的全球资产。原住民及其土地对于保护这种独特的生物多样性和缓解全球气候变化至关重要。了解不同原住民土地(各自具有不同的制度、法律和社会环境条件)在环境保护程度上存在差异背后的因果结构,是亚马逊生态系统长期可持续管理斗争中至关重要的信息来源。在此,我们使用社会环境研究所提供的数据,这些数据涉及巴西亚马逊地区361块原住民土地,编码涵盖环境完整性、领土完整性、法律稳定性、原住民治理以及基础设施项目带来的威胁。利用贝叶斯网络来了解这些变量之间的因果结构,揭示了两条通往环境完整性的因果路径。一条因果路径始于领土完整性,并由基础设施项目介导,而另一条则直接来自法律稳定性。因此,通过合法的土地权利和更严格的执法来保护原住民土地免遭剥削,比将责任归咎于原住民治理更为有效,而原住民治理也是法律稳定性的直接结果。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1f82/10810436/bdeb5ba9fdde/pone.0297501.g001.jpg

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