Evidence map›Paper›PMID 42159976›Full record

ArticleCognitive processing2026

Beyond source vs. content: how people combine multiple cues in news credibility assessment.

Habiba Bouali, Myrto Pantazi, Olivier Klein, Régine Kolinsky

Abstract read
PubMed Publisher
In one paragraph

Article in Cognitive processing, 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

4 authors.

Habiba BoualiUnité de Recherche en Neurosciences Cognitives (Unescog), Center for Research in Cognition and Neurosciences (CRCN), Université Libre de Bruxelles (ULB), 50, Avenue Franklin Roosevelt, CP191, 1050, Brussels, Belgium. Habiba.Bouali@ulb.be.ORCID http://orcid.org/0000-0003-1743-3913
Myrto PantaziCenter for Social and Cultural Psychology (CeSCuP), ULB, 50, Avenue Franklin Roosevelt, CP122, 1050, Brussels, Belgium.
Olivier KleinCenter for Social and Cultural Psychology (CeSCuP), ULB, 50, Avenue Franklin Roosevelt, CP122, 1050, Brussels, Belgium.
Régine KolinskyUnité de Recherche en Neurosciences Cognitives (Unescog), Center for Research in Cognition and Neurosciences (CRCN), Université Libre de Bruxelles (ULB), 50, Avenue Franklin Roosevelt, CP191, 1050, Brussels, Belgium.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

How do people combine relevant cues to distinguish between true and fake news? Here we test the contribution of news source and news content on the verification process of fake news. We address this question in a within-subject design (N = 82 first-year bachelor psychology students), where we cross 32 true and fake news headlines with 64 sources as an ecological way to test the separate role of news veracity and news source in news assessment. We find that both the truthfulness of news content and the reliability of news sources independently influence participants' credibility judgments. We also proved participants' self-reported reliance on the source and content of the news to make their assessment. Participants demonstrated the highest accuracy when using content alone, followed by both cues, and then source alone. This was qualified by a significant three-way interaction, indicating that the advantages of each strategy varied depending on the convergence between content and source. When content and source were congruent, participants achieved the greatest accuracy by relying on both cues and reported doing so more frequently. Conversely, when content and source diverged, participants were most accurate when relying exclusively on the source. Despite this, they reported relying equally on source, content, or both, except in the case of fake news, where there was a slight preference for relying on the source over content alone. This study suggests that while integrated content and source evaluation can enhance credibility assessment, media literacy interventions should consider both combined approaches and targeted single-component training depending on educational context and constraints.

Indexed as

CuesDeceptionJudgmentAdolescentAdultFemaleHumansMaleMedia ExposureYoung AdultContent evaluationMisinformation detectionNews trustworthiness assessmentSource evaluation

Identifiers

What OpenQuestion holds

Textmetadata
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.