Evidence map›Paper›PMID 42722961›Full record

SynthesisPsychonomic bulletin & review2026

The paddle effect on speed perception: A multilevel Bayesian meta-analysis.

Wenbo Luo, Lunbo Zhang, Yuki Yamada

Abstract readMeta-AnalysisReview
In one paragraph

Synthesis in Psychonomic bulletin & review, 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

3 authors.

Wenbo LuoGraduate School of Human-Environment Studies, Kyushu University, 744 Motooka, Nishi-ku, Fukuoka, 819-0395, Japan. luo.wenbo.902@s.kyushu-u.ac.jp.
Lunbo ZhangGraduate School of Human-Environment Studies, Kyushu University, 744 Motooka, Nishi-ku, Fukuoka, 819-0395, Japan.
Yuki YamadaFaculty of Arts and Science, Kyushu University, Fukuoka, Japan.

Funding

Japan Society for the Promotion of Science JP22K18263Japan Society for the Promotion of Science JP24K21501Japan Society for the Promotion of Science JP25K00869Japan Society for the Promotion of Science JP25K01968Support for Pioneering Research Initiated by the Next Generation JPMJSP2136
6 · The paper itself

Abstract

The paddle effect is considered one of the most robust phenomena in action-specific perception. In computer game-based Pong tasks, participants perceive targets as moving more slowly when using a larger paddle compared to a smaller one. We employed multilevel Bayesian modeling to conduct the first meta-analysis of this literature. A systematic search identified 26 independent studies from 13 articles, with a total sample size of N = 542. Results provided extreme evidence for the existence of an overall paddle effect, Hedges' g = 0.80, 95% CrI [0.71, 0.88]. Furthermore, Bayesian meta-regression analyses indicated that the effect was not moderated by experimental paradigms or measures, supporting its methodological robustness. The present meta-analysis provides the first quantitative synthesis of evidence for the paddle effect and establishes a foundation for its continued characterization in future research. In accordance with open science practices, the data, R code, and Supplementary Materials are available at the Open Science Framework ( https://osf.io/fxvbh/overview?view_only=a636518ac0f747eab10780f0e70f1e2d ).

Indexed as

Motion PerceptionPsychomotor PerformanceBayes TheoremHumansAction-specific perceptionBayesian meta-analysisPaddle effectSpeed perceptionThree-level model

Identifiers

PMID42722961
PMCPMC13562215

What OpenQuestion holds

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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.