The social media life of climate change: Platforms, publics, and future imaginaries

W Pearce, S Niederer, SM Özkula… - Wiley …, 2019 - Wiley Online Library
Social media is a transformative digital technology, collapsing the “six degrees of
separation” which have previously characterized many social networks, and breaking down …

Social media data for environmental sustainability: A critical review of opportunities, threats, and ethical use

A Ghermandi, J Langemeyer, D Van Berkel, F Calcagni… - One Earth, 2023 - cell.com
Social media data are transforming sustainability science. However, challenges from
restrictions in data accessibility and ethical concerns regarding potential data misuse have …

Social network platforms and climate change in China: Evidence from TikTok

Y Sun, R Jia, A Razzaq, Q Bao - Technological Forecasting and Social …, 2024 - Elsevier
The actions and policies enacted by today's youth hold profound implications for future
generations, underscoring their pivotal role in advocating for climate issues. Younger …

Growing polarization around climate change on social media

M Falkenberg, A Galeazzi, M Torricelli… - Nature Climate …, 2022 - nature.com
Climate change and political polarization are two of the twenty-first century's critical socio-
political issues. Here we investigate their intersection by studying the discussion around the …

A survey of Twitter research: Data model, graph structure, sentiment analysis and attacks

D Antonakaki, P Fragopoulou, S Ioannidis - Expert systems with …, 2021 - Elsevier
Twitter is the third most popular worldwide Online Social Network (OSN) after Facebook and
Instagram. Compared to other OSNs, it has a simple data model and a straightforward data …

Sentiment analysis of Twitter data during critical events through Bayesian networks classifiers

GA Ruz, PA Henríquez, A Mascareño - Future Generation Computer …, 2020 - Elsevier
Sentiment analysis through machine learning using Twitter data has become a popular topic
in recent years. Here we address the problem of sentiment analysis during critical events …

[HTML][HTML] Passive crowdsourcing of social media in environmental research: A systematic map

A Ghermandi, M Sinclair - Global environmental change, 2019 - Elsevier
The analysis of data from social media and social networking sites may be instrumental in
achieving a better understanding of human-environment interactions and in sha** future …

Topic modeling and sentiment analysis of global climate change tweets

B Dahal, SAP Kumar, Z Li - Social network analysis and mining, 2019 - Springer
Social media websites can be used as a data source for mining public opinion on a variety
of subjects including climate change. Twitter, in particular, allows for the evaluation of public …

Climatebert: A pretrained language model for climate-related text

N Webersinke, M Kraus, JA Bingler… - arxiv preprint arxiv …, 2021 - arxiv.org
Over the recent years, large pretrained language models (LM) have revolutionized the field
of natural language processing (NLP). However, while pretraining on general language has …

Forecasting the onset and course of mental illness with Twitter data

AG Reece, AJ Reagan, KLM Lix, PS Dodds… - Scientific reports, 2017 - nature.com
We developed computational models to predict the emergence of depression and Post-
Traumatic Stress Disorder in Twitter users. Twitter data and details of depression history …