Computer-assisted classification of contrarian claims about climate change

Abstract A growing body of scholarship investigates the role of misinformation in shaping the debate on climate change. Our research builds on and extends this literature by (1) developing and validating a comprehensive taxonomy of climate contrarianism, (2) conducting the largest content analysis t...

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Autores principales: Travis G. Coan, Constantine Boussalis, John Cook, Mirjam O. Nanko
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Lenguaje:EN
Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/65e329a8e0024b048761856ff7bfa52f
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spelling oai:doaj.org-article:65e329a8e0024b048761856ff7bfa52f2021-11-21T12:20:41ZComputer-assisted classification of contrarian claims about climate change10.1038/s41598-021-01714-42045-2322https://doaj.org/article/65e329a8e0024b048761856ff7bfa52f2021-11-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-01714-4https://doaj.org/toc/2045-2322Abstract A growing body of scholarship investigates the role of misinformation in shaping the debate on climate change. Our research builds on and extends this literature by (1) developing and validating a comprehensive taxonomy of climate contrarianism, (2) conducting the largest content analysis to date on contrarian claims, (3) developing a computational model to accurately classify specific claims, and (4) drawing on an extensive corpus from conservative think-tank (CTTs) websites and contrarian blogs to construct a detailed history of claims over the past 20 years. Our study finds that the claims utilized by CTTs and contrarian blogs have focused on attacking the integrity of climate science and scientists and, increasingly, has challenged climate policy and renewable energy. We further demonstrate the utility of our approach by exploring the influence of corporate and foundation funding on the production and dissemination of specific contrarian claims.Travis G. CoanConstantine BoussalisJohn CookMirjam O. NankoNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-12 (2021)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Travis G. Coan
Constantine Boussalis
John Cook
Mirjam O. Nanko
Computer-assisted classification of contrarian claims about climate change
description Abstract A growing body of scholarship investigates the role of misinformation in shaping the debate on climate change. Our research builds on and extends this literature by (1) developing and validating a comprehensive taxonomy of climate contrarianism, (2) conducting the largest content analysis to date on contrarian claims, (3) developing a computational model to accurately classify specific claims, and (4) drawing on an extensive corpus from conservative think-tank (CTTs) websites and contrarian blogs to construct a detailed history of claims over the past 20 years. Our study finds that the claims utilized by CTTs and contrarian blogs have focused on attacking the integrity of climate science and scientists and, increasingly, has challenged climate policy and renewable energy. We further demonstrate the utility of our approach by exploring the influence of corporate and foundation funding on the production and dissemination of specific contrarian claims.
format article
author Travis G. Coan
Constantine Boussalis
John Cook
Mirjam O. Nanko
author_facet Travis G. Coan
Constantine Boussalis
John Cook
Mirjam O. Nanko
author_sort Travis G. Coan
title Computer-assisted classification of contrarian claims about climate change
title_short Computer-assisted classification of contrarian claims about climate change
title_full Computer-assisted classification of contrarian claims about climate change
title_fullStr Computer-assisted classification of contrarian claims about climate change
title_full_unstemmed Computer-assisted classification of contrarian claims about climate change
title_sort computer-assisted classification of contrarian claims about climate change
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/65e329a8e0024b048761856ff7bfa52f
work_keys_str_mv AT travisgcoan computerassistedclassificationofcontrarianclaimsaboutclimatechange
AT constantineboussalis computerassistedclassificationofcontrarianclaimsaboutclimatechange
AT johncook computerassistedclassificationofcontrarianclaimsaboutclimatechange
AT mirjamonanko computerassistedclassificationofcontrarianclaimsaboutclimatechange
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