自然是资源,游乐场和礼物:人工智能揭示了人类与自然关系的内容
Rachelle K Gould1,2, Bradford Demarest2,3, Adrian Ivakhiv1,2
1Rubenstein School of Environment and Natural Resources, University of Vermont, Burlington, VT, United States of America.
PloS one
|June 17, 2024
概括
人工智能语言分析揭示了人与自然的联系. 人工智能显示自然与女性,财富和福祉有关,为社会现象提供了新的见解.
科学领域:
- 计算社会科学 计算社会科学
- 自然语言处理自然语言处理.
- 人与自然的关系研究研究研究人类与自然的关系.
背景情况:
- 了解人与自然之间的关系对于社会和环境研究至关重要.
- 以前的研究通常依赖于传统的定性或定量方法.
- 人工智能为分析大规模文本数据提供了新的方法.
研究的目的:
- 展示人工智能 (AI) 语言分析如何阐明人与自然之间的关系.
- 调查从广泛的新闻数据中获得的词嵌入中的语义关联.
- 为社会科学研究应用AI提供一个模型.
主要方法:
- 使用了 word2vec 词嵌入模型,在超过 50,000 个全球新闻来源中训练有素.
- 应用了三种不同的AI驱动的分析技术来探索词汇关联.
- 检查了与自然有关的类比,人口统计关系和福祉相关性.
主要成果:
- 资源:用户类比最接近于自然:人与人之间的关系.
- 与自然相关的术语与女性和财富有轻微的关联.
- 自然表现出比金钱或社会关系等概念更强烈的语义联系与幸福.
结论:
- 人工智能语言分析为普遍的人与自然的关联提供了新的见解.
- 这些发现与现有的社会科学研究一致,同时提供独特的视角.
- 展示的人工智能技术为各种社会现象研究提供了多功能模型.
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