Reducing the low-prevalence effect with probe trials

Mark W. Becker et al.

Cognitive Research: Principles and Implications2026https://doi.org/10.1186/s41235-025-00702-warticle
AJG 2
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0.50

What the paper says

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.

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https://doi.org/https://doi.org/10.1186/s41235-025-00702-w

Or copy a formatted citation

@article{mark2026,
  title        = {{Reducing the low-prevalence effect with probe trials}},
  author       = {Mark W. Becker et al.},
  journal      = {Cognitive Research: Principles and Implications},
  year         = {2026},
  doi          = {https://doi.org/https://doi.org/10.1186/s41235-025-00702-w},
}

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Evidence weight

0.50

Balanced mode · F 0.40 / M 0.15 / V 0.05 / R 0.40

F · citation impact0.50 × 0.4 = 0.20
M · momentum0.50 × 0.15 = 0.07
V · venue signal0.50 × 0.05 = 0.03
R · text relevance †0.50 × 0.4 = 0.20

† Text relevance is estimated at 0.50 on the detail page — for your query’s actual relevance score, open this paper from a search result.