Evidence map›Paper›PMID 40312129›Full record

ArticleThe Journal of neuroscience : the official journal of the Society for Neuroscience2025

Stimulus Repetition Induces a Two-Stage Learning Process in the Primary Visual Cortex.

Lihan Cui, Ke Bo, Changhao Xiong, Yujun Chen, Andreas Keil, Mingzhou Ding

Abstract read
In one paragraph

Article in The Journal of neuroscience : the official journal of the Society for Neuroscience, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

6 authors.

Lihan CuiJ. Crayton Pruitt Family Department of Biomedical Engineering, University of Florida, Gainesville, Florida 32611.ORCID 0000-0001-7722-3550
Ke BoDepartment of Psychological and Brain Sciences, Dartmouth College, Hanover, New Hampshire 03755.ORCID 0000-0003-3286-7891
Changhao XiongJ. Crayton Pruitt Family Department of Biomedical Engineering, University of Florida, Gainesville, Florida 32611.ORCID 0009-0008-2766-8373
Yujun ChenJ. Crayton Pruitt Family Department of Biomedical Engineering, University of Florida, Gainesville, Florida 32611.
Andreas KeilDepartment of Psychology, University of Florida, Gainesville, Florida 32611.ORCID 0000-0002-4064-1924
Mingzhou DingJ. Crayton Pruitt Family Department of Biomedical Engineering, University of Florida, Gainesville, Florida 32611 mding@bme.ufl.edu.ORCID 0000-0002-1024-3503

Funding

Ding R01 Administrative SupplementR01MH125615 · NIMH · UNIVERSITY OF FLORIDA · PI DING, MINGZHOU, KEIL, ANDREAS · 2021 to 2025
$2.5M
NIMH NIH HHS R01 MH125615
6 · The paper itself

Abstract

Repeated stimulus exposure alters the brain's response to the stimulus. Recording fMRI data from both men and women viewing 120 presentations of two Gabor patches (each Gabor repeating 60 times), we evaluated support for two prominent models of stimulus repetition, the fatigue model and the sharpening model. Our results uncovered a two-stage learning process in the primary visual cortex. In Stage 1, univariate BOLD activation in V1 decreased over the first 14 repetitions of the stimuli, replicating the well known effect of repetition suppression. Applying moving-window multivoxel pattern analysis decoding, we found that (1) the decoding accuracy between the two Gabors decreased from the above-chance level (∼60 to ∼70%) at the beginning of the stage to the chance level at the end of the stage (∼50%). This result, together with the accompanying weight map analysis, suggested that the learning dynamics in Stage 1 were consistent with the predictions of the fatigue model. In Stage 2, univariate BOLD activation for the remaining 46 repetitions of the two stimuli exhibited significant fluctuations but no systematic trend. The moving-window decoding accuracy between the two Gabor patches was at the chance level initially and became progressively higher as stimulus repetition continued, rising above and staying above the chance level starting at the ∼36th repetition. Thus, results from the second stage supported the notion that sustained and prolonged stimulus repetition prompts sharpened representations. Additional analyses addressed (1) whether the neural patterns within each learning stage remained stable and (2) whether new neural patterns were evoked in Stage 2 relative to Stage 1.

Indexed as

LearningPhotic StimulationPrimary Visual CortexVisual CortexAdultBrain MappingFemaleHumansImage Processing, Computer-AssistedMagnetic Resonance ImagingMaleYoung Adultfatigue modelfMRImultivariate pattern analysisperceptual learningrepetition suppressionsharpening modelvisual cortex

Identifiers

PMID40312129
PMCPMC12139588

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.