Erokhin, D. ORCID: https://orcid.org/0000-0002-5191-0579
(2025).
Public Discourse Surrounding the 2025 California Wildfires: A Sentiment and Topic Analysis of High-Engagement YouTube Comments.
Geosciences 15 (3) 10.3390/geosciences15030100.
Preview |
Text
geosciences-15-00100.pdf - Published Version Available under License Creative Commons Attribution. Download (3MB) | Preview |
Abstract
This study explores public discourse surrounding the January 2025 California wildfires by analyzing high-engagement YouTube comments. Leveraging sentiment analysis, misinformation detection, and topic modeling, this research identifies dominant emotional tones, thematic patterns, and the prevalence of misinformation in discussions. The results show a predominantly neutral to positive sentiment, with notable emotional intensity in misinformation-related comments, which were rare but impactful. The thematic analysis highlights concerns about governance, environmental issues, and conspiracy theories, including water mismanagement and diversity-related critiques. These findings provide insights for crisis communication, policymaking, and misinformation management during disasters, emphasizing the importance of aligning strategies with public concerns.
Item Type: | Article |
---|---|
Research Programs: | Advancing Systems Analysis (ASA) Advancing Systems Analysis (ASA) > Cooperation and Transformative Governance (CAT) |
Depositing User: | Luke Kirwan |
Date Deposited: | 11 Mar 2025 07:46 |
Last Modified: | 12 Mar 2025 05:00 |
URI: | https://pure.iiasa.ac.at/20439 |
Actions (login required)
![]() |
View Item |