Evidence map›Paper›PMID 40125443›Full record

ArticlePNAS nexus2025

Influence of climate change and accidents on perception differs among energy technologies.

Guillaume F L'Her, Nickolas A Duncan, Hank C Jenkins-Smith, Mark R Deinert

Abstract read
In one paragraph

Article in PNAS nexus, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Guillaume F L'HerNuclear Science and Engineering, The Colorado School of Mines, Golden, CO 80401, USA.
Nickolas A DuncanNuclear Science and Engineering Research Center, United States Military Academy, West Point, NY 10996, USA.ORCID https://orcid.org/0000-0002-9699-1237
Hank C Jenkins-SmithInstitute for Public Policy Research and Analysis, University of Oklahoma, Norman, OK 73019, USA.ORCID https://orcid.org/0000-0002-5204-2726
Mark R DeinertNuclear Science and Engineering, The Colorado School of Mines, Golden, CO 80401, USA.ORCID https://orcid.org/0000-0002-3951-5568

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Risk perceptions of energy systems, and their evolution under climate change and after accidents, affect public acceptance of generation technologies. Despite this, little is understood about how such factors impact public perception at different timescales and the drivers for perception. We use state-of-the-art natural language processing to measure temporal changes in sentiment toward energy technologies using the full Twitter archive for 2009-2022. We find that perception of natural gas and wind has changed little as discussion of climate change on social media increased. However, climate-linked sentiment toward coal, solar, and hydropower has become more negative, while that for nuclear has improved. We also find that all generation technologies experience a drop in supportive discourse after definable accidents, but this typically rebounds with a half-life of <3 days. Yet, nuclear power is an exception in how it reacts to large-scale events. After Fukushima, sentiment returned to its positive preaccident levels with an 11.3-month relaxation half-life.

Identifiers

PMID40125443
PMCPMC11928931

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.