Evidence map›Paper›PMID 42479240›Full record

ArticlePsychological research2026

Training variability facilitates the flexibility of goal-specific spatial probability learning.

Yingming Pei, Jiaxin Xu, Kexin Zhang, Qingyue Yu, Jingjing Qian, Yanju Ren

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Article in Psychological research, 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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1 · What the graph read from it

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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

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Yingming PeiFaculty of Psychology, Shandong Normal University, No. 1 Daxue Road, Changqing District, Jinan, 250358, P. R. China.
Jiaxin XuFaculty of Psychology, Shandong Normal University, No. 1 Daxue Road, Changqing District, Jinan, 250358, P. R. China.
Kexin ZhangFaculty of Psychology, Shandong Normal University, No. 1 Daxue Road, Changqing District, Jinan, 250358, P. R. China.
Qingyue YuFaculty of Psychology, Shandong Normal University, No. 1 Daxue Road, Changqing District, Jinan, 250358, P. R. China.
Jingjing QianFaculty of Psychology, Shandong Normal University, No. 1 Daxue Road, Changqing District, Jinan, 250358, P. R. China.
Yanju RenFaculty of Psychology, Shandong Normal University, No. 1 Daxue Road, Changqing District, Jinan, 250358, P. R. China. renyanju@gmail.com.ORCID https://orcid.org/0000-0002-8776-8711

Funding

Key Project for Undergraduate Teaching Reform Research of Shandong Province Z2024245Natural Science Foundation of Shandong Province ZR2022MC164
6 · The paper itself

Abstract

Selection history is traditionally characterized as a rigid and automated habit that persists regardless of current goals. Although recent research suggests that explicit goals can modulate this process, the mechanisms underlying this flexibility and its acquisition conditions remain poorly understood. Across two experiments using simple geometric shapes, the present study examined the joint modulatory effects of explicit goals and training variability on spatial probability learning. Experiment 1 demonstrated that explicit goals can directly activate the spatial priority map, ruling out confounds based on long-term semantic associations. Crucially, this modulation was found to be highly target-specific, as the spatial bias vanished immediately when the explicit cue was removed. Experiment 2 investigated the acquisition of this flexibility through the lens of the Contextual Interference effect. We found that training format played a highly influential role: In Experiment 2 A (Interleaved training), where background colors switched randomly across trials, participants successfully established a robust, flexible "context-goal" mapping. However, in Experiment 2B (Blocked training), participants failed to transfer the learned bias to a dynamic test phase, despite showing strong effects during learning. These results suggest that flexibility is not inherent to probability cueing but is learned. Establishing a robust Contextual Gating mechanism requires high-variability training that forces active strategy retrieval, whereas low-variability training yields only fragile biases dependent on passive priming. These findings support a conditional automaticity account of selection history.

Indexed as

GoalsProbability LearningSpace PerceptionSpatial LearningCognitive FlexibilityCuesHumans

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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.