ArticleThe European journal of neuroscience2025
When Testing Becomes Learning-Underscoring the Relevance of Habituation to Improve Internal Validity of Common Neurocognitive Tests.
Article in The European journal of neuroscience, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.
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Who cites it
4 citing papers in PubMed.
- We need article reporting standards for quantitative research in sport and exercise science: an educational narrative review.European journal of applied physiology · 2026Review
- How much habituation is enough? An R application for ad hoc content-related limits of acceptance in behavioral research.Behavior research methods · 2026Article
- Information presentation: enhancing consumer purchase intention through nutritional supplement advertisement design.Frontiers in nutrition · 2025Article
- The association between online learning and young people's participation in sports and its mediating mechanisms.Frontiers in public health · 2025Article
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Authors and funding
6 authors.
Funding
Abstract
Testing neurocognitive function is receiving growing attention in psychological and physical health research. To counteract the costs, reduced accessibility, and complexity of brain imaging (e.g., CT scans and fMRI) or function tests, neurocognitive performance tests (e.g., the Stroop test, the Trail Making Test, or the Choice Reaction Task) are commonly implemented. Although reliability is considered paramount when interpreting intervention effects, a detailed quantification of systematic and random errors is scarce. By recruiting 68 healthy participants from different age groups (7-64 years), we quantified population-specific measurement errors in the aforementioned neurocognitive tasks. The goal was to raise awareness about the impact of learning effects on reliability assessments and their interpretation. By performing five testing sessions with two trials per day, we observed significant learning effects from repeated testing. Trial-to-trial improvements of up to 50% were measured, accompanied by a random measurement error reduction from day to day. These learning effects were task and population specific, highlighting the need for caution when transferring reliability coefficients from other studies. The quantification of systematic and random measurement errors underscores the importance of conducting sufficient habituation sessions in neurocognitive tasks, as test protocols lack validity if they do not ensure reliability. Therefore, sufficient habituation sessions (i.e., until no meaningful learning effects can be observed) may be warranted when testing is repeated within short timeframes.
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Registered trials
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