Evidence map›Paper›PMID 41657843›Full record

ArticleData & policy2026

Comparing community-based interventions versus population-wide response in information diffusion on social media platforms.

Chathura Jayalath, Xiaoxia Champon, William Rand, Jasser Jasser, Ozlem Garibay, Ivan Garibay

Abstract read
In one paragraph

Article in Data & policy, 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

6 authors.

Chathura JayalathIndustrial Engineering and Management Systems, University of Central Florida, Orlando, FL, USA.ORCID 0000-0002-2056-0211
Xiaoxia ChamponStatistics, NC State University, Raleigh, NC, USA.ORCID 0000-0001-9351-952X
William RandPoole College, NC State University, Raleigh, NC, USA.
Jasser JasserMathematics and Computer Science, Rollins College, Winter Park, FL, USA.
Ozlem GaribayIndustrial Engineering and Management Systems, University of Central Florida, Orlando, FL, USA.
Ivan GaribayIndustrial Engineering and Management Systems, University of Central Florida, Orlando, FL, USA.

Funding

Integrated Biostatistical Training for CVD ResearchT32HL079896 · NHLBI · NORTH CAROLINA STATE UNIVERSITY RALEIGH · PI Sean M O'Brien, Ana-Maria Staicu · 2006 to 2026
$4.1M
NHLBI NIH HHS T32 HL079896
6 · The paper itself

Abstract

The dynamics of information diffusion on social media platforms vary significantly between individual communities and the broader population. This study explores and compares the differences between community-based interventions and population-wide approaches in adjusting the spread of information. We first examine the temporal dynamics of social media groups, assessing their behavior through metrics such as time-dependent posts and retweets. Using functional data analysis, we investigate Twitter activities related to incidents such as the Skripal/Novichok case. We present three ways to quantify disparities between communities and uncover the strategies used by each group to promote specific narratives. We then compare the impact of targeted, community-based interventions with that of broader, population-wide responses in shaping the diffusion of information. Through this analysis, we identify key differences in how communities engage with and amplify information, revealing distinct patterns in the diffusion process. Our findings provide a comparative framework for understanding the relative consequences of different intervention strategies, offering insights into how targeted and broad approaches influence public discourse across social media platforms.

Indexed as

community-based interventionsfunctional data analysisgroup differencessocial media

Identifiers

PMID41657843
PMCPMC12880767

What OpenQuestion holds

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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 OpenQuestion graph.