Evidence map›Paper›PMID 39193005›Full record

ArticleJournal of mixed methods research2023

Persuasion with Precision: Using Natural Language Processing to Improve Instrument Fidelity for Risk Communication Experimental Treatments.

Ann Marie Reinhold, Eric D Raile, Clemente Izurieta, Jamie McEvoy, Henry W King, Geoffrey C Poole, Richard C Ready, Nicolas T Bergmann, Elizabeth A Shanahan

Abstract read
In one paragraph

Article in Journal of mixed methods research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Enhancing risk and crisis communication with computational methods: A systematic literature review.Risk analysis : an official publication of the Society for Risk Analysis · 2025
    Article
  2. Article
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

9 authors.

Ann Marie ReinholdDepartment of Land Resources & Environmental Sciences, College of Agriculture, Montana State University, Bozeman, MT USA.ORCID 0000-0003-0411-3486
Eric D RaileDepartment of Political Science, College of Letters & Science, Montana State University, Bozeman, MT USA.ORCID 0000-0002-4860-2081
Clemente IzurietaDepartment of Computer Science, Gianforte School of Computing, Montana State University, Bozeman, MT USA.ORCID 0000-0002-1002-3906
Jamie McEvoyMontana Institute on Ecosystems, Montana State University, Bozeman, MT USA.ORCID 0000-0001-7762-619X
Henry W KingDepartment of Computer Science, Gianforte School of Computing, Montana State University, Bozeman, MT USA.ORCID 0000-0002-2153-9000
Geoffrey C PooleDepartment of Land Resources & Environmental Sciences, College of Agriculture, Montana State University, Bozeman, MT USA.ORCID 0000-0002-8458-0203
Richard C ReadyMontana Institute on Ecosystems, Montana State University, Bozeman, MT USA.ORCID 0000-0003-1907-7617
Nicolas T BergmannDepartment of Earth Sciences, College of Letters & Science, Montana State University, Bozeman, MT USA.ORCID 0000-0002-0850-0021
Elizabeth A ShanahanDepartment of Political Science, College of Letters & Science, Montana State University, Bozeman, MT USA.ORCID 0000-0002-1074-5570

Funding

Research Core (Developmental Research Project Program)P20GM103474 · NIGMS · MONTANA STATE UNIVERSITY - BOZEMAN · PI Jeffrey Good · 2012 to 2026
$60.0M
NIGMS NIH HHS P20 GM103474
6 · The paper itself

Abstract

Instrument fidelity in message testing research hinges upon how precisely messages operationalize treatment conditions. However, numerous message-testing studies have unmitigated threats to validity and reliability because no established procedures exist to guide

Indexed as

crossover analysisexploratory sequential mixed methodsmessage constructionNarrative Policy Frameworkvalidity and reliability

Identifiers

PMID39193005
PMCPMC11349321

What OpenQuestion holds

Textmetadata
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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.