探索 COVID-19 大流行期间不确定性、情绪和科学话语的作用

IF 5.7 1区 社会学 Q1 POLITICAL SCIENCE
Antoine Lemor, Éric Montpetit
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引用次数: 0

摘要

本文研究了加拿大魁北克省在制定 COVID-19 政策时不确定性、情绪和科学论述之间的相互作用。通过应用自然语言处理(NLP)技术,我们开发了一些指数来衡量决策者的不确定性情绪、他们的负面情绪以及科学论述的流行程度。研究表明,不确定性情绪导致采取严格的政策,而科学声明及其所传达的证据则与放宽此类政策有关,因为它们提供了保证并减轻了负面情绪。此外,研究结果表明,只有在高度不确定的情况下,科学声明才会鼓励采取更严格的政策。这项研究有助于从理论上理解健康危机决策中情感和认知动态之间的相互作用。研究强调,需要细致入微地理解在不确定情况下如何使用科学,尤其是在民主程序被搁置的情况下。在方法论上,它展示了 NLP 在政策分析中的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Exploring the role of uncertainty, emotions, and scientific discourse during the COVID-19 pandemic
This article examines the interplay between uncertainty, emotions, and scientific discourse in shaping COVID-19 policies in Quebec, Canada. Through the application of natural language processing (NLP) techniques, indices were developped to measure sentiments of uncertainty among policymakers, their negative sentiments, and the prevalence of scientific statements. The study reveals that while sentiments of uncertainty led to the adoption of stringent policies, scientific statements and the evidence they conveyed were associated with a relaxation of such policies, as they offered reassurance and mitigated negative sentiments. Furthermore, the findings suggest that scientific statements encouraged stricter policies only in contexts of high uncertainty. This research contributes to the theoretical understanding of the interplay between emotional and cognitive dynamics in health crisis policymaking. It emphasizes the need for a nuanced understanding of how science may be used in the face of uncertainty, especially when democratic processes are set aside. Methodologically, it demonstrates the potential of NLP in policy analysis.
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来源期刊
Policy and Society
Policy and Society Multiple-
CiteScore
18.00
自引率
6.50%
发文量
43
审稿时长
30 weeks
期刊介绍: Policy and Society is a prominent international open-access journal publishing peer-reviewed research on critical issues in policy theory and practice across local, national, and international levels. The journal seeks to comprehend the origin, functioning, and implications of policies within broader political, social, and economic contexts. It publishes themed issues regularly and, starting in 2023, will also feature non-themed individual submissions.
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