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Article

Climate-Related Content on Iberian Fact-Checking Platforms: Topics, Entities and Factual Authority in Polígrafo and Maldita

by
Francisco Conrado
1,
Karen Pinto Garzón
2 and
João Pedro Baptista
3,*
1
Communication and Society Research Centre (CECS), Social Sciences Institute, University of Minho, 4710-057 Braga, Portugal
2
Faculty of Information Science, Universidad Complutense Madrid, 28040 Madrid, Spain
3
Centre for Research in Applied Communication, Culture, and New Technologies (CICANT), Department of Letters, Arts and Communication, University of Trás-os-Montes and Alto Douro, 5000-801 Vila Real, Portugal
*
Author to whom correspondence should be addressed.
Soc. Sci. 2026, 15(9), 629; https://doi.org/10.3390/socsci15090629
Submission received: 23 July 2026 / Revised: 11 September 2026 / Accepted: 14 September 2026 / Published: 16 September 2026

Abstract

How is climate-related content produced on fact-checking platforms? This study addresses this question by analysing the climate-related content of two Iberian platforms, Polígrafo (Portugal, n = 26) and Maldita (Spain, n = 277). It combines topic modelling (LDA) and named entity recognition (NER) applied to 303 articles published between 2019 and 2025 with manual coding of the discursive functions of entity mentions. The material includes fact-checks and other editorial genres. The results reveal two contrasting editorial profiles in the analysed corpora that nonetheless share a common epistemic foundation. Both platforms anchor their verdicts and explanations in scientific and meteorological authority, but they diverge in genre and in scale. The Maldita corpus displays an adversarial register devoted to the refutation of climate denialism and to visual fact-checking, with a dense repertoire of named targets, whereas Polígrafo concentrates on a pedagogical mediation of everyday environmental practices, produced largely within an externally funded project. The functional coding also shows that the polarising public figures examined enter verification discourse predominantly as objects of verification, never as sources of authority. The mapping of these differences, which suggest different forms of organising climate-related content on these platforms, opens an avenue for future research on how the impact of verification on disinformation could vary according to the production model that sustains it.
Keywords: fact-checking; climate crisis; disinformation; topic modelling; named entity recognition; Iberian Peninsula fact-checking; climate crisis; disinformation; topic modelling; named entity recognition; Iberian Peninsula

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MDPI and ACS Style

Conrado, F.; Garzón, K.P.; Baptista, J.P. Climate-Related Content on Iberian Fact-Checking Platforms: Topics, Entities and Factual Authority in Polígrafo and Maldita. Soc. Sci. 2026, 15, 629. https://doi.org/10.3390/socsci15090629

AMA Style

Conrado F, Garzón KP, Baptista JP. Climate-Related Content on Iberian Fact-Checking Platforms: Topics, Entities and Factual Authority in Polígrafo and Maldita. Social Sciences. 2026; 15(9):629. https://doi.org/10.3390/socsci15090629

Chicago/Turabian Style

Conrado, Francisco, Karen Pinto Garzón, and João Pedro Baptista. 2026. "Climate-Related Content on Iberian Fact-Checking Platforms: Topics, Entities and Factual Authority in Polígrafo and Maldita" Social Sciences 15, no. 9: 629. https://doi.org/10.3390/socsci15090629

APA Style

Conrado, F., Garzón, K. P., & Baptista, J. P. (2026). Climate-Related Content on Iberian Fact-Checking Platforms: Topics, Entities and Factual Authority in Polígrafo and Maldita. Social Sciences, 15(9), 629. https://doi.org/10.3390/socsci15090629

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