Evidence map›Paper›PMID 42459632›Full record

ArticleFrontiers in psychology2026

Theoretical justifications for using word-based stimuli in the implicit association test for physical activity.

Yoongu Lee

Abstract read
In one paragraph

Article in Frontiers in psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

1 author.

Yoongu LeeDepartment of Physical Education, Dong-A University, Busan, Republic of Korea.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Over the past decade, researchers have increasingly drawn on dual-process models to explain why individuals fail to translate physical activity intentions into sustained behavior. According to these models, a person's behavior can be influenced by two different types of process; first, reflective processes (e.g., intention) and, second, automatic processes (e.g., habit). The IAT offers researchers a means of capturing automatic evaluative associations that self-report measures cannot access. However, the choice of either word-based or picture-based stimuli in physical activity IAT can meaningfully affect the sensitivity, reliability, and cross-cultural applicability of measurements. This article presents my perspective on the theoretical and methodological justification for recommending word-based stimuli as a reasonable default for assessing generalized implicit attitudes in physical activity IAT, drawing on empirical work in cognitive psychology, health behavior research, and exercise psychology. I argue that word-based stimuli may tend to produce more consistent response times, somewhat higher internal reliability, and lower interpretive variability than picture-based stimuli, while emphasizing that this evidence is largely indirect, deriving from studies that did not directly compare the two modalities within the same design. I then outline future applications of word-based IAT for advancing both understanding and intervention design in physical activity.

Indexed as

dual-process theoryimplicit association testimplicit attitudesphysical activitypicture-based stimuliword-based stimuli

Identifiers

PMID42459632
PMCPMC13372328

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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.