ArticleNeuroImage2020
One bad apple spoils the whole bushel: The neural basis of outlier processing.
Article in NeuroImage, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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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.
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Who cites it
11 citing papers in PubMed.
- Spatial anisotropy in crowding and ensemble perception.Journal of vision · 2026Article
- Rapid ensemble encoding of average scene features.Journal of vision · 2026Article
- Effects of outlier and familiar context in trend-line estimates in scatterplots.Memory & cognition · 2025Article
- Time Course of Orientation Ensemble Representation in the Human Brain.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2025Article
- The Neural Dynamics of Face Ensemble and Central Face Processing.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2024Article
- Decoding time-resolved neural representations of orientation ensemble perception.Frontiers in neuroscience · 2024Article
- The Ties that Bind: Agnosia, Neglect and Selective Attention to Visual Scale.Current neurology and neuroscience reports · 2021Review
- Shared cognitive mechanisms involved in the processing of scene texture and scene shape.Journal of vision · 2021Article
- Global and local interference effects in ensemble encoding are best explained by interactions between summary representations of the mean and the range.Attention, perception & psychophysics · 2021Article
- Contributions of ensemble perception to outlier representation precision.Attention, perception & psychophysics · 2021Article
- Variability leads to overestimation of mean summaries.Attention, perception & psychophysics · 2021Article
Corrections and comments
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Authors and funding
2 authors.
Funding
Abstract
How are outliers in an otherwise homogeneous object ensemble represented by our visual system? Are outliers ignored because they are the minority? Or do outliers alter our perception of an otherwise homogeneous ensemble? We have previously demonstrated ensemble representation in human anterior-medial ventral visual cortex (overlapping the scene-selective parahippocampal place area; PPA). In this study we investigated how outliers impact object-ensemble representation in this human brain region as well as visual representation throughout posterior brain regions. We presented a homogeneous ensemble followed by an ensemble containing either identical elements or a majority of identical elements with a few outliers. Human participants ignored the outliers and made a same/different judgment between the two ensembles. In PPA, fMRI adaptation was observed when the outliers in the second ensemble matched the items in the first, even though the majority of the elements in the second ensemble were distinct from those in the first; conversely, release from fMRI adaptation was observed when the outliers in the second ensemble were distinct from the items in the first, even though the majority of the elements in the second ensemble were identical to those in the first. A similarly robust outlier effect was also found in other brain regions, including a shape-processing region in lateral occipital cortex (LO) and task-processing fronto-parietal regions. These brain regions likely work in concert to flag the presence of outliers during visual perception and then weigh the outliers appropriately in subsequent behavioral decisions. To our knowledge, this is the first time the neural mechanisms involved in outlier processing have been systematically documented in the human brain. Such an outlier effect could well provide the neural basis mediating our perceptual experience in situations like "one bad apple spoils the whole bushel".
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Registered trials
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.