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Social media platforms like YouTube and Twitter play a key role in disseminating both reliable and unreliable information about climate change. This study analyses the topology of interactions in Twitter and their relation to cross-platform…

物理与社会 · 物理学 2025-09-01 Aleix Bassolas , Joan Massachs , Emanuele Cozzo , Julian Vicens

Public discourse around climate change remains polarized despite scientific consensus on anthropogenic climate change (ACC). This study examines how "believers" and "skeptics" of ACC differ in their YouTube comment discourse. We analyzed…

社会与信息网络 · 计算机科学 2026-05-27 Yuheun Kim , Qiaoyi Liu , Jeff Hemsley

Online communication about climate change is central to public discourse around this contested issue. Facebook is a dominant social media platform known to be a major source of information and online influence, yet discussion of climate…

应用统计 · 统计学 2022-11-28 Iain Weaver , Ned Westwood , Travis Coan , Saffron O'Neill , Hywel T. P. Williams

We present ClimateChat-300K, a large-scale dataset of 299,329 public Facebook posts about climate change collected between May 2020 and May 2024 through the CrowdTangle platform. The dataset contains 41 metadata features including post…

计算与语言 · 计算机科学 2026-05-25 Wajdi Zaghouani , Md. Rafiul Biswas , Mabrouka Bessghaier , Shimaa Ibrahim , George Mikros

Climate change debates have gained increasing visibility on social media, with YouTube emerging as one of the most influential platforms for political communication. Reaching billions of users worldwide, it functions both as a news outlet…

社会与信息网络 · 计算机科学 2025-12-10 Sanika Damle , Radhika Krishnan

As large language models (LLMs) become increasingly integrated into online platforms and digital communication spaces, their potential to influence public discourse - particularly in contentious areas like climate change - requires…

计算机与社会 · 计算机科学 2025-06-17 Wenlu Fan , Wentao Xu

Climate change communication in the mass media and other textual sources may affect and shape public perception. Extracting climate change information from these sources is an important task, e.g., for filtering content and e-discovery,…

计算与语言 · 计算机科学 2021-01-05 Francesco S. Varini , Jordan Boyd-Graber , Massimiliano Ciaramita , Markus Leippold

Climate change communication on social media increasingly employs microtargeting strategies to effectively reach and influence specific demographic groups. This study presents a post-hoc analysis of microtargeting practices within climate…

计算与语言 · 计算机科学 2025-09-24 Tunazzina Islam , Dan Goldwasser

Online discourse covers a wide range of topics and many actors tailor their content to impact online discussions through carefully crafted messages and targeted campaigns. Yet the scale and diversity of online media content make it…

社会与信息网络 · 计算机科学 2023-03-30 Tristan J. B. Cann , Ben Dennes , Travis Coan , Saffron O'Neill , Hywel T. P. Williams

Twitter accounts have already been used in many scientometric studies, but the meaningfulness of the data for societal impact measurements in research evaluation has been questioned. Earlier research focused on social media counts and…

数字图书馆 · 计算机科学 2019-04-16 Robin Haunschild , Loet Leydesdorff , Lutz Bornmann , Iina Hellsten , Werner Marx

Fostering coordinated pro-environmental behaviors at scale is a key challenge for climate mitigation. Individual actions only generate meaningful impact when they diffuse widely and become socially coordinated, yet monitoring such processes…

社会与信息网络 · 计算机科学 2026-05-01 Edoardo Maggioni , Diego Garlaschelli , Rossana Mastrandrea , Luca Maria Aiello

Social media is now the predominant source of information due to the availability of immediate public response. As a result, social media data has become a valuable resource for comprehending public sentiments. Studies have shown that it…

计算与语言 · 计算机科学 2024-10-28 Daniyar Amangeldi , Aida Usmanova , Pakizar Shamoi

Climate change has increased demands for transparent and comparable corporate climate disclosures, yet imitation and symbolic reporting often undermine their value. This paper develops a multidimensional framework to assess disclosure…

计算与语言 · 计算机科学 2025-10-03 Bertrand Kian Hassani , Yacoub Bahini , Rizwan Mushtaq

Wildfires require governments to communicate under conditions of urgency, uncertainty, and intense public scrutiny, yet such communication now unfolds within a digitally mediated environment shaped by polarization and engagement-based…

社会与信息网络 · 计算机科学 2026-03-23 Yiheng Chen , Alina Hagen , Fan Yang , Ratna B. Dougherty , Zihui Ma , Lingyao Li , Runlong Yu

Narrative frames are a powerful way of conceptualizing and communicating complex, controversial ideas, however automated frame analysis to date has mostly overlooked this framing device. In this paper, we connect elements of narrativity…

计算与语言 · 计算机科学 2025-06-03 Yulia Otmakhova , Lea Frermann

Understanding how policy language evolves over time is critical for assessing global responses to complex challenges such as climate change. Temporal analysis helps stakeholders, including policymakers and researchers, to evaluate past…

计算与语言 · 计算机科学 2025-07-10 Rafiu Adekoya Badekale , Adewale Akinfaderin

As Large Language Models (LLMs) rise in popularity, it is necessary to assess their capability in critically relevant domains. We present a comprehensive evaluation framework, grounded in science communication research, to assess LLM…

Social media platforms have become primary arenas for climate communication, generating millions of images and posts that - if systematically analysed - can reveal which communication strategies mobilise public concern and which fall flat.…

计算机视觉与模式识别 · 计算机科学 2026-04-24 Katharina Prasse , Steffen Jung , Isaac Bravo , Stefanie Walter , Patrick Knab , Christian Bartelt , Margret Keuper

Online political discourse is increasingly shaped not by a few dominant platforms but by a fragmented ecosystem of social media spaces, each with its own user base, target audience, and algorithmic mediation of discussion. Such…

社会与信息网络 · 计算机科学 2025-06-05 Ali Salloum , Dorian Quelle , Letizia Iannucci , Alexandre Bovet , Mikko Kivelä

Grasping the themes of social media content is key to understanding the narratives that influence public opinion and behavior. The thematic analysis goes beyond traditional topic-level analysis, which often captures only the broadest…

计算与语言 · 计算机科学 2024-07-16 Tunazzina Islam , Dan Goldwasser
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