对洪水的多重标准和统计情绪分析.
Arturas Kaklauskas1, Shaw Rajib2, Gintare Piaseckiene3
1Vilnius Gediminas Technical University, Vilnius, Lithuania. arturas.kaklauskas@vilniustech.lt.
Scientific reports
|December 5, 2024
概括
洪水影响发展,扭转了减贫的收益. 这项研究将洪水管理关键词密度与国家一级宏观环境指标联系起来,揭示了相互联系以及可持续性对洪水意识的影响.
科学领域:
- 环境科学 环境科学
- 发展研究 发展研究 研究
- 数据科学数据科学数据科学
背景情况:
- 洪水带来了重大的全球发展挑战,影响了减贫和社区性.
- 有效的洪水管理需要了解各种利益相关者和环境因素之间的复杂相互作用.
- 现有的研究往往缺乏整体的,数据驱动的方法来分析洪水管理信息.
研究的目的:
- 调查76个国家的洪水管理关键词密度和宏观环境指标之间的关系.
- 开发基于国家发展指标的预测模型,以了解洪水管理意识.
- 确定关键的洪水管理主题及其与国家更广泛的社会经济和环境背景的联系.
主要方法:
- 分析了来自谷歌搜索结果的506个洪水管理关键词,与32个宏观环境指标相关联.
- 开发506个神经网络模型来检查关键字密度的联系.
- 利用微软Azure AI和ChatGPT对关键的洪水管理术语和宏观环境指标进行抽象总结.
主要成果:
- 洪水管理关键词密度与各国的环境,社会,经济,政治和文化层面密切相关.
- 国家可持续性和绩效指标的改善与洪水管理关键词的使用增加有关.
- 具有不利宏观环境的国家发表的情绪分析论文较少,这表明条件和研究成果之间存在联系.
结论:
- 洪水管理意识和研究受到一个国家的宏观环境条件和可持续发展努力的影响.
- 对关键词密度的数据驱动分析提供了对社会参与洪水风险的见解.
- 这项研究为利益相关者提供了基于证据的信息,用于更全面的洪水管理策略.
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