Content hubs, information flows, and reactions for pesticide-related discussions on Twitter/X.

IF 3 4区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES
Tiancheng Zhou, Yu Huang, Raghavendhran Avanasi, Richard A Brain, Mattia Prosperi, Jiang Bian
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引用次数: 0

Abstract

Pesticides are essential in modern agriculture for controlling pests and enhancing food production. However, concerns about their human and environmental health impacts have broadened discussions on their use, regulation, ethics, and sustainability. Scientific research, media coverage, and input from corporations, governments, and nongovernmental organizations (NGOs) shape public opinions and potentially influence regulatory decisions. This project analyzed pesticide-related discussions on Twitter/X from 2013 to 2022, focusing on information influence and propagation among individuals and organizations, advancing over prior research that looked at topic frequency, trends, and geography. Using a validated snowball sampling method, we collected over 3 million tweets from 1 million users and identified key network influencers, i.e., information hubs, analyzing their content, popularity, and characteristics. Machine learning and a tailored information flow score were used to explore the dynamics of information flow and sentiment across hubs. Our analysis revealed that organizational hubs, particularly NGOs and media, were more active and had higher follower-to-following ratios than individual influencers. Media and NGOs also dominated the pesticide-related discourse, while individual influencers had a lesser role. Information sources were unevenly distributed, with a dominance of retweets, news, and media posts, and a low prevalence of scientific sources. Information flow was high through NGOs, academia, and individuals, but poor from government accounts. Pesticide-focused hubs were more active and targeted in their information dissemination, with public sentiment largely negative. By delving deeper into the dynamics of information dissemination and influence networks, this study provides insights that emphasize (1) the need for better communication strategies to integrate diverse stakeholder perceptions and values, and (2) prioritizing the dissemination of credible scientific information, while also addressing sectoral disparities. Together, they can help policymakers and industry stakeholders build trust, promote transparency, and advance sustainable pesticide regulation.

内容中心,信息流,以及对Twitter上农药相关讨论的反应。
农药是现代农业防治病虫害、提高粮食产量的重要手段。然而,对其对人类和环境健康影响的关注扩大了对其使用、监管、伦理和可持续性的讨论。科学研究、媒体报道、企业、政府和非政府组织(ngo)的投入塑造了公众舆论,并可能影响监管决策。该项目分析了2013年至2022年Twitter/X上与农药相关的讨论,重点关注个人和组织之间的信息影响和传播,超越了之前研究主题频率、趋势和地理位置的研究。使用经过验证的滚雪球抽样方法,我们从100万用户中收集了300多万条推文,并确定了关键的网络影响者,即信息中心,分析了他们的内容、受欢迎程度和特征。机器学习和量身定制的信息流评分被用来探索跨中心的信息流和情绪的动态。我们的分析显示,组织中心,特别是非政府组织和媒体,比个人影响者更活跃,关注者对关注者的比率更高。非政府组织和媒体也主导了农药相关话语,而个人影响者的作用较小。信息来源分布不均匀,以转发、新闻和媒体帖子为主,科学来源的普及率较低。非政府组织、学术界和个人之间的信息流很高,但政府账户的信息流很差。以农药为重点的中心在信息传播方面更加积极和有针对性,公众情绪主要是负面的。通过深入研究信息传播和影响网络的动态,本研究提供了一些见解,强调1)需要更好的沟通策略,以整合不同利益相关者的看法和价值观,以及2)优先传播可信的科学信息,同时也解决部门差异。它们可以共同帮助决策者和行业利益相关者建立信任,提高透明度,推进可持续农药监管。
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来源期刊
Integrated Environmental Assessment and Management
Integrated Environmental Assessment and Management ENVIRONMENTAL SCIENCESTOXICOLOGY&nbs-TOXICOLOGY
CiteScore
5.90
自引率
6.50%
发文量
156
期刊介绍: Integrated Environmental Assessment and Management (IEAM) publishes the science underpinning environmental decision making and problem solving. Papers submitted to IEAM must link science and technical innovations to vexing regional or global environmental issues in one or more of the following core areas: Science-informed regulation, policy, and decision making Health and ecological risk and impact assessment Restoration and management of damaged ecosystems Sustaining ecosystems Managing large-scale environmental change Papers published in these broad fields of study are connected by an array of interdisciplinary engineering, management, and scientific themes, which collectively reflect the interconnectedness of the scientific, social, and environmental challenges facing our modern global society: Methods for environmental quality assessment; forecasting across a number of ecosystem uses and challenges (systems-based, cost-benefit, ecosystem services, etc.); measuring or predicting ecosystem change and adaptation Approaches that connect policy and management tools; harmonize national and international environmental regulation; merge human well-being with ecological management; develop and sustain the function of ecosystems; conceptualize, model and apply concepts of spatial and regional sustainability Assessment and management frameworks that incorporate conservation, life cycle, restoration, and sustainability; considerations for climate-induced adaptation, change and consequences, and vulnerability Environmental management applications using risk-based approaches; considerations for protecting and fostering biodiversity, as well as enhancement or protection of ecosystem services and resiliency.
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