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Assessing early oil industry awareness of the impacts of fossil fuels on coral reefs using a novel AI agent

Abstract:
Global warming threatens to eradicate Earth’s tropical corals. As legal interventions addressing climate change expand, fossil fuel companies’ historical awareness of their products’ damaging effects is increasingly important. We searched historical documents using a large-language-model-based agent, finding that carbon majors were aware by the 1980s of prospective impacts of fossil fuels on corals from ocean acidification, marine heatwaves, sea-level rise, and intensified storms and later funded efforts downplaying such impacts.
Publication status:
Published
Peer review status:
Peer reviewed

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Institution:
University of Oxford
Role:
Author
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Institution:
University of Oxford
Role:
Author
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Institution:
University of Oxford
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Author


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Funder identifier:
https://ror.org/05hgt1a34


Publisher:
Nature Research
Journal:
npj Ocean Sustainability More from this journal
Volume:
5
Issue:
1
Article number:
32
Publication date:
2026-06-17
Acceptance date:
2026-05-26
DOI:
EISSN:
2731-426X
ISSN:
2731-426X


Language:
English
Keywords:
Subtype:
Comment
Source identifiers:
4243848
Deposit date:
2026-06-18
ARK identifier:
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