Evidence map›Paper›PMID 34525327›Full record

ArticleNeuron2021

Joint representation of working memory and uncertainty in human cortex.

Hsin-Hung Li, Thomas C Sprague, Aspen H Yoo, Wei Ji Ma, Clayton E Curtis

Abstract read
In one paragraph

Article in Neuron, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 45 papers.

0numbers the graph read from it
0cells of the map it votes in
45citing 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

45 citing papers in PubMed.

  1. Towards an integrative neuroscience of metacognition.Nature reviews. Neuroscience · 2026
    Review
  2. Article
  3. Article
  4. Visual field map size constrains working memory precision.bioRxiv : the preprint server for biology · 2026
    Article
  5. Article
  6. Article
  7. Article
  8. Dynamics of working memory drift and information flow across the cortical hierarchy.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  9. Article
  10. Article
  11. Spontaneous activity of astrocytes is a stochastic functional signal for memory consolidation.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  12. Article
  13. Article
  14. Article
  15. The tilt illusion arises from an efficient reallocation of neural coding resources at the contextual boundary.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  16. Article
  17. Prioritizing Working Memory Resources Depends on the Prefrontal Cortex.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2025
    Article
  18. Time Course of Orientation Ensemble Representation in the Human Brain.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2025
    Article
  19. The Inferior Frontal Junction Jointly Encodes Target Identity and Feature Uncertainty.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2025
    Article
  20. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Hsin-Hung LiDepartment of Psychology, New York University, New York, NY 10003, USA.
Thomas C SpragueDepartment of Psychology, New York University, New York, NY 10003, USA; Department of Psychological and Brain Sciences, University of California, Santa Barbara, CA 93106, USA.
Aspen H YooDepartment of Psychology, New York University, New York, NY 10003, USA.
Wei Ji MaDepartment of Psychology, New York University, New York, NY 10003, USA; Center for Neural Science, New York University, New York, NY 10003, USA.
Clayton E CurtisDepartment of Psychology, New York University, New York, NY 10003, USA; Center for Neural Science, New York University, New York, NY 10003, USA. Electronic address: clayton.curtis@nyu.edu.

Funding

Putting Priority Map Theory to the TestR01EY016407 · NEI · NEW YORK UNIVERSITY · PI CURTIS, CLAYTON E · 2006 to 2023
$5.8M
TRAINING IN VISUAL NEUROSCIENCET32EY007136 · NEI · NEW YORK UNIVERSITY · PI J ANTHONY MOVSHON · 1993 to 2026
$5.3M
Deep sampling of cognitive effects in the human visual systemR01EY034118 · NEI · UNIVERSITY OF MINNESOTA · PI CLAYTON E CURTIS, Kendrick Norris Kay · 2023 to 2026
$1.9M
Neural decoding of working memoryR01EY027925 · NEI · NEW YORK UNIVERSITY · PI CURTIS, CLAYTON E, MA, WEI JI · 2017 to 2020
$1.3M
Effects of behavioral priority on working memory representationsF32EY028438 · NEI · NEW YORK UNIVERSITY · PI SPRAGUE, THOMAS C · 2017 to 2018
$77k
NEI NIH HHS F32 EY028438NEI NIH HHS R01 EY016407NEI NIH HHS R01 EY027925NEI NIH HHS R01 EY034118NEI NIH HHS T32 EY007136
6 · The paper itself

Abstract

Neural representations of visual working memory (VWM) are noisy, and thus, decisions based on VWM are inevitably subject to uncertainty. However, the mechanisms by which the brain simultaneously represents the content and uncertainty of memory remain largely unknown. Here, inspired by the theory of probabilistic population codes, we test the hypothesis that the human brain represents an item maintained in VWM as a probability distribution over stimulus feature space, thereby capturing both its content and uncertainty. We used a neural generative model to decode probability distributions over memorized locations from fMRI activation patterns. We found that the mean of the probability distribution decoded from retinotopic cortical areas predicted memory reports on a trial-by-trial basis. Moreover, in several of the same mid-dorsal stream areas, the spread of the distribution predicted subjective trial-by-trial uncertainty judgments. These results provide evidence that VWM content and uncertainty are jointly represented by probabilistic neural codes.

Indexed as

Magnetic Resonance ImagingMemory, Short-TermBrainHumansUncertaintyVisual PerceptionBayesian inferencecomputational modelingconfidencefMRIuncertaintyworking memory

Identifiers

PMID34525327
PMCPMC8602749

What OpenQuestion holds

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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.