Evidence mapPaperPMID 41918283Full record

ArticleRisk analysis : an official publication of the Society for Risk Analysis2026

Efficacy and Threat Language in PFAS Messaging.

Rachel A Hutchins, Lyn M van Swol, Bret R Shaw, Tim E Holland, Gavin K Dehnert

Abstract read
In one paragraph

Article in Risk analysis : an official publication of the Society for Risk Analysis, 2026. 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

5 authors.

Rachel A HutchinsDepartment of Communication Art, University of Wisconsin-Madison, Madison, Wisconsin, USA.
Lyn M van SwolDepartment of Communication Art, University of Wisconsin-Madison, Madison, Wisconsin, USA.
Bret R ShawDepartment of Life Science Communication, University of Wisconsin-Madison, Madison, Wisconsin, USA.
Tim E HollandNelson Institute for Environmental Studies, University of Wisconsin-Madison, Madison, Wisconsin, USA.
Gavin K DehnertSea Grant Institute, University of Wisconsin, Madison, Wisconsin, USA.

Funding

Illinois-Indiana Sea Grant 18100090-106
6 · The paper itself

Abstract

As more Americans become aware of the threat of per- and polyfluoroalkyl substances (PFAS) in drinking water, they seek information using internet searches. Little is known, however, about the content of the websites produced by those searches or how well such content aligns with risk communication best practices. Guided by the Extended Parallel Processing Model and its two primary components, threat and efficacy, we analyze the top websites produced by Google searches relating to PFAS and water. We utilized a mixed-methods approach, with both qualitative content analysis and computational linguistic analysis, to examine how threat and efficacy are conveyed and how these portrayals differ by the type of message source. Our results show that news media sources and research sources are more likely to emphasize threat severity and individual susceptibility as well as to use negative emotion and anxious language, particularly in comparison with local government sites or water utility boards. News media was also more likely to provide efficacy information than other sources, but the overall emphasis on efficacy was low. Our results highlight the difference between established best practices and reality, offering recommendations for communicators across all source types to improve their PFAS communication and better aid the public.

Indexed as

Alkanesulfonic AcidsFluorocarbonsWater Pollutants, ChemicalCommunicationDrinking WaterHumansInternetMedia ExposureRisk AssessmentAlkanesulfonic AcidsDrinking WaterFluorocarbonsWater Pollutants, Chemicaldrinking waterenvironmental communicationExtended Parallel Process Modelhealth communicationmunicipal waternatural language processingper‐ and polyfluoroalkyl substancesPFOAPFOSqualitative methodologyrisk communication

Identifiers

PMID41918283
PMCPMC13040124

What Socratic holds

Textmetadata
LicenceCC BY
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Registered trials

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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 Socratic graph.