Evidence map›Paper›PMID 41501239›Full record

ArticleCognitive research: principles and implications2026

Reducing the low-prevalence effect with probe trials.

Mark W Becker, Andrew Rodriguez, Derrek T Montalvo, Chad Peltier

Abstract read
In one paragraph

Article in Cognitive research: principles and implications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

4 authors.

Mark W BeckerDepartment of Psychology, Michigan State University, Psychology Building, 31 Physics Dr., East Lansing, MI, 48824, USA. Becker54@msu.edu.ORCID 0000-0001-8509-9115
Andrew RodriguezDepartment of Psychology, Michigan State University, Psychology Building, 31 Physics Dr., East Lansing, MI, 48824, USA.
Derrek T MontalvoDepartment of Psychology, Michigan State University, Psychology Building, 31 Physics Dr., East Lansing, MI, 48824, USA.
Chad PeltierDepartment of Psychology, Michigan State University, Psychology Building, 31 Physics Dr., East Lansing, MI, 48824, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

As targets become rare in visual search tasks, the likelihood of missing them increases-a phenomenon known as the low-prevalence effect (LPE). This has important implications for real-world searches, but reducing the LPE has proven challenging. In Experiment 1, we used a low-prevalence T-among-Ls task and found that distributing "probe" trials-trials with known targets and post-response feedback-reduced the LPE. In Experiment 2, participants searched for two low-prevalence targets (T and O among Ls and Qs), and we varied how often each appeared in probe trials. The probe benefit scaled with the frequency of the matching target, suggesting limited generalizability to non-probed targets. Experiment 3 used eye tracking to examine whether probes affected quitting thresholds, decision criteria, or guidance. Results showed that probes biased top-down guidance toward features of frequently probed targets, without affecting the number of items inspected or the decision criterion. In Experiment 4, we tested whether feedback was necessary for the probe benefit. Findings suggest that probes improve rare-target search by altering perceived prevalence, not through feedback alone. Overall, probes may reduce the LPE by increasing perceived prevalence and thereby increasing search guidance, but only when probe targets closely match actual search targets.

Indexed as

AttentionPattern Recognition, VisualVisual PerceptionAdultEye-Tracking TechnologyFemaleHumansMaleYoung AdultEye trackingLow-prevalence effectMisses in visual searchVisual search

Identifiers

PMID41501239
PMCPMC12779849

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.