Extracting information from reddit for emergency management - A case study on British Columbia wildfire

IF 4.5 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY International journal of disaster risk reduction Pub Date : 2025-03-05 DOI:10.1016/j.ijdrr.2025.105354
Alireza Arvandi , Ahmed Al Marouf , Qiaowang Li , Jon Rokne , Reda Alhajj
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Abstract

The advent of social media has revolutionized the way information is dissemi-nated and consumed during emergency situations, such as wildfires. This study provides an in-depth analysis of public sentiment and communication patterns on Reddit during wildfire events in British Columbia (BC), Canada. Utilizing a comprehensive methodological framework, the research employs data mining techniques, sentiment analysis, and comparative methods to explore the digi-tal discourse surrounding wildfires. The methodology integrates topic mining, keyword extraction, and sentiment analysis to evaluate the nature and scope of discussions within Reddit communities. Subreddit activity is scrutinized to under-stand regional and national concerns, while sentiment analysis offers insights into the emotional undertones of the discussions. A comparative analysis between Reddit posts and news articles is conducted to assess the interplay between social media narratives and traditional media reporting. The findings reveal a strong regional focus in discussions, reflecting the direct impact of wildfires on local communities. National concern is also evident, with broader societal implications being discussed in both general and niche subreddits. Temporal analysis of sub-reddit activity indicates that engagement is predominantly event-driven, with implications for emergency services, content creators, and community managers.
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从reddit上提取信息用于应急管理——以不列颠哥伦比亚省野火为例
社交媒体的出现彻底改变了在紧急情况下(如野火)传播和消费信息的方式。本研究对加拿大不列颠哥伦比亚省(BC)野火事件期间Reddit上的公众情绪和传播模式进行了深入分析。利用全面的方法框架,该研究采用数据挖掘技术、情感分析和比较方法来探索围绕野火的数字话语。该方法集成了主题挖掘、关键字提取和情感分析,以评估Reddit社区内讨论的性质和范围。Subreddit的活动被仔细审查,以了解地区和国家的关注,而情绪分析则提供了对讨论的情感暗示的见解。通过对Reddit帖子和新闻文章的对比分析,评估社交媒体叙事与传统媒体报道之间的相互作用。调查结果显示,在讨论中有很强的区域焦点,反映了野火对当地社区的直接影响。国家的关注也很明显,在一般和小众的子reddit上都讨论了更广泛的社会影响。对子reddit活动的时间分析表明,参与主要是事件驱动的,对紧急服务、内容创建者和社区管理人员有影响。
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来源期刊
International journal of disaster risk reduction
International journal of disaster risk reduction GEOSCIENCES, MULTIDISCIPLINARYMETEOROLOGY-METEOROLOGY & ATMOSPHERIC SCIENCES
CiteScore
8.70
自引率
18.00%
发文量
688
审稿时长
79 days
期刊介绍: The International Journal of Disaster Risk Reduction (IJDRR) is the journal for researchers, policymakers and practitioners across diverse disciplines: earth sciences and their implications; environmental sciences; engineering; urban studies; geography; and the social sciences. IJDRR publishes fundamental and applied research, critical reviews, policy papers and case studies with a particular focus on multi-disciplinary research that aims to reduce the impact of natural, technological, social and intentional disasters. IJDRR stimulates exchange of ideas and knowledge transfer on disaster research, mitigation, adaptation, prevention and risk reduction at all geographical scales: local, national and international. Key topics:- -multifaceted disaster and cascading disasters -the development of disaster risk reduction strategies and techniques -discussion and development of effective warning and educational systems for risk management at all levels -disasters associated with climate change -vulnerability analysis and vulnerability trends -emerging risks -resilience against disasters. The journal particularly encourages papers that approach risk from a multi-disciplinary perspective.
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