Attention, sentiments and emotions towards emerging climate technologies on Twitter

被引:12
|
作者
Mueller-Hansen, Finn [1 ,10 ]
Repke, Tim [1 ]
Baum, Chad M. [2 ]
Brutschin, Elina [3 ]
Callaghan, Max W. [1 ]
Debnath, Ramit [4 ,5 ]
Lamb, William F. [1 ]
Low, Sean [2 ]
Lueck, Sarah [1 ]
Roberts, Cameron [6 ]
Sovacool, Benjamin K. [2 ,8 ,9 ]
Minx, Jan C. [1 ,7 ]
机构
[1] Mercator Res Inst Global Commons & Climate Change, Berlin, Germany
[2] Aarhus Univ, Dept Business Technol & Dev, Aarhus, Denmark
[3] Int Inst Appl Syst Anal IIASA, Laxenburg, Austria
[4] Univ Cambridge, Cambridge Zero & Comp Lab, Cambridge Collect Intelligence & Design Grp, Cambridge, England
[5] Calif Inst Technol Caltech, Div Humanities & Social Sci, Pasadena, CA USA
[6] Univ Wisconsin Madison, Ctr Sustainabil & Global Environm SAGE, Madison, WI USA
[7] Univ Leeds, Priestley Int Ctr Climate, Leeds, England
[8] Univ Sussex, Sci Policy Res Unit SPRU, Business Sch, Sussex, England
[9] Boston Univ, Dept Earth & Environm, Boston, MA USA
[10] Mercator Res Inst Global Commons & Climate Change, EUREF Campus 19,Torgauer Str 12-15, D-10829 Berlin, Germany
基金
欧洲研究理事会;
关键词
Public perception; Geoengineering; Solar radiation management; Greenhouse gas removal; Social media; Sentiment analysis; SOLAR-RADIATION MANAGEMENT; POLICY SUPPORT; EMISSIONS; POLITICS; SCIENCE; PEOPLE;
D O I
10.1016/j.gloenvcha.2023.102765
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Public perception of emerging climate technologies, such as greenhouse gas removal (GGR) and solar radiation management (SRM), will strongly influence their future development and deployment. Studying perceptions of these technologies with traditional survey methods is challenging, because they are largely unknown to the public. Social media data provides a complementary line of evidence by allowing for retrospective analysis of how individuals share their unsolicited opinions. Our large-scale, comparative study of 1.5 million tweets covers 16 GGR and SRM technologies and uses state-of-the-art deep learning models to show how attention, and expressions of sentiment and emotion developed between 2006 and 2021. We find that in recent years, attention has shifted from general geoengineering themes to specific GGR methods. On the other hand, there is little attention to specific SRM technologies and they often coincide with conspiracy narratives. Sentiments and emotions in GGR tweets tend to be more positive, particularly for methods perceived to be natural, but are more negative when framed in the geoengineering context.
引用
收藏
页数:11
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