Evidence map›Paper›PMID 33473215›Full record

ArticleNature2021

Decoding and perturbing decision states in real time.

Diogo Peixoto, Jessica R Verhein, Roozbeh Kiani, Jonathan C Kao, Paul Nuyujukian, Chandramouli Chandrasekaran, Julian Brown, Sania Fong, Stephen I Ryu, Krishna V Shenoy and 1 more

Abstract read
PubMed Publisher
In one paragraph

Article in Nature, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 71 papers.

0numbers the graph read from it
0cells of the map it votes in
71citing papers in PubMed
13.1field-weighted citation impact, top 1% of its field
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

71 citing papers in PubMed, 136 citations in OpenAlex.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Article
  6. Live Spike Sorting of Large-scale Neural Recordings.bioRxiv : the preprint server for biology · 2026
    Article
  7. Article
  8. Article
  9. Cortex-wide Dynamics of Internal Decisions About Behavioral Context.bioRxiv : the preprint server for biology · 2026
    Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. Brain-wide coordination of internal signals during decision-making.bioRxiv : the preprint server for biology · 2025
    Article
  15. Article
  16. Joint models reveal human subcortical underpinnings of choice and learning behavior.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  17. Article
  18. Article
  19. Computational and Neuronal Basis of Visual Confidence.Annual review of vision science · 2025
    Review
  20. Article

11 more citing papers are in PubMed but not listed here.

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

11 authors at 7 institutions in 2 countries.

Diogo Peixoto *Neurobiology Department, Stanford University, Stanford, CA, USA. dpeixoto@stanford.edu.ORCID http://orcid.org/0000-0002-7969-4513
Jessica R Verhein *Wu Tsai Neurosciences Institute, Stanford University, Stanford, CA, USA. jverhein@stanford.edu.ORCID http://orcid.org/0000-0001-7473-1613
Roozbeh KianiCenter for Neural Science, New York University, New York, NY, USA.ORCID http://orcid.org/0000-0003-0614-6791
Jonathan C KaoWu Tsai Neurosciences Institute, Stanford University, Stanford, CA, USA.
Paul NuyujukianWu Tsai Neurosciences Institute, Stanford University, Stanford, CA, USA.ORCID http://orcid.org/0000-0001-7778-5473
Chandramouli ChandrasekaranWu Tsai Neurosciences Institute, Stanford University, Stanford, CA, USA.ORCID http://orcid.org/0000-0002-1711-590X
Julian BrownNeurobiology Department, Stanford University, Stanford, CA, USA.
Sania FongNeurobiology Department, Stanford University, Stanford, CA, USA.
Stephen I RyuElectrical Engineering Department, Stanford University, Stanford, CA, USA.
Krishna V ShenoyNeurobiology Department, Stanford University, Stanford, CA, USA.ORCID http://orcid.org/0000-0003-1534-9240
William T NewsomeNeurobiology Department, Stanford University, Stanford, CA, USA. bnewsome@stanford.edu.ORCID http://orcid.org/0000-0002-4370-5022
Neurosciences Institute · USBoston University · USChampalimaud Foundation · PTHoward Hughes Medical Institute · USNew York University · USPalo Alto Institute · USUniversity of California, Los Angeles · US

Funding

MEDICAL SCIENTIST TRAINING PROGRAMT32GM007365 · NIGMS · STANFORD UNIVERSITY · PI CHUA, KATRIN F · 1985 to 2021
$33.8M
Engaging new cognitive and motor signals to improve communication prosthesesR01DC014034 · NIDCD · STANFORD UNIVERSITY · PI JAIMIE M HENDERSON · 2015 to 2026
$8.2M
Toward an Animal Model of Freely Moving HumanDP1HD075623 · NICHD · STANFORD UNIVERSITY · PI SHENOY, KRISHNA V · 2012 to 2013
$1.6M
CRCNS: Neural coding and computation in large ensembles in prefrontal cortexR01MH109180 · NIMH · NEW YORK UNIVERSITY · PI KIANI, ROOZBEH · 2015 to 2018
$939k
Organization and Dynamics of Premotor and Prefrontal Cortical Circuits Mediating Goal-Directed BehaviorR00NS092972 · NINDS · BOSTON UNIVERSITY MEDICAL CAMPUS · PI CHANDRASEKARAN, CHANDRAMOULI · 2018 to 2020
$747k
Organization and Dynamics of Premotor and Prefrontal Cortical Circuits Mediating Goal-Directed BehaviorK99NS092972 · NINDS · STANFORD UNIVERSITY · PI CHANDRASEKARAN, CHANDRAMOULI · 2015 to 2016
$175k
NICHD NIH HHS DP1 HD075623NIDCD NIH HHS R01 DC014034NIGMS NIH HHS T32 GM007365NIMH NIH HHS R01 MH109180NINDS NIH HHS K99 NS092972NINDS NIH HHS R00 NS092972
6 · The paper itself

Abstract

In dynamic environments, subjects often integrate multiple samples of a signal and combine them to reach a categorical judgment

Indexed as

Models, NeurologicalAnimalsChoice BehaviorDecision MakingDiscrimination, PsychologicalJudgmentMacacaMotionMotion PerceptionPhotic StimulationTime Factors

Identifiers

PMID33473215
OpenAlexW3123053946

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.