Evidence map›Paper›PMID 34962931›Full record

ArticlePLoS computational biology2021

Dissociable influences of reward and punishment on adaptive cognitive control.

Xiamin Leng, Debbie Yee, Harrison Ritz, Amitai Shenhav

Abstract read
In one paragraph

Article in PLoS computational biology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers.

0numbers the graph read from it
0cells of the map it votes in
28citing 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

28 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Learning expectations shape cognitive control allocation.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. Cognitive Control.Annual review of psychology · 2025
    Review
  15. Review
  16. Article
  17. Article
  18. Article
  19. 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

4 authors.

Xiamin LengDepartment of Cognitive, Linguistic, and Psychological Sciences, Brown University, Providence, Rhode Island, United States of America.ORCID 0000-0002-5517-7570
Debbie YeeDepartment of Cognitive, Linguistic, and Psychological Sciences, Brown University, Providence, Rhode Island, United States of America.ORCID 0000-0002-2405-7875
Harrison RitzDepartment of Cognitive, Linguistic, and Psychological Sciences, Brown University, Providence, Rhode Island, United States of America.ORCID 0000-0003-3011-2946
Amitai ShenhavDepartment of Cognitive, Linguistic, and Psychological Sciences, Brown University, Providence, Rhode Island, United States of America.ORCID 0000-0002-0222-0774

Funding

The neural basis of sequential control in human and non-human primatesP20GM103645 · NIGMS · BROWN UNIVERSITY · PI SANES, JEROME N · 2013 to 2022
$22.9M
Brown Postdoctoral Training Program in Computational PsychiatryT32MH126388 · NIMH · BROWN UNIVERSITY · PI MICHAEL J. FRANK, STEPHANIE Ruggiano JONES · 2021 to 2026
$2.1M
Training Program for Interactionist Cognitive Neuroscience (ICoN)T32MH115895 · NIMH · BROWN UNIVERSITY · PI MICHAEL J. FRANK, STEPHANIE Ruggiano JONES · 2019 to 2026
$1.8M
Brain Science Compute ClusterS10OD025181 · OD · BROWN UNIVERSITY · PI SANES, JEROME N · 2019 to 2019
$600k
NIGMS NIH HHS P20 GM103645NIH HHS S10 OD025181NIMH NIH HHS T32 MH115895NIMH NIH HHS T32 MH126388
6 · The paper itself

Abstract

To invest effort into any cognitive task, people must be sufficiently motivated. Whereas prior research has focused primarily on how the cognitive control required to complete these tasks is motivated by the potential rewards for success, it is also known that control investment can be equally motivated by the potential negative consequence for failure. Previous theoretical and experimental work has yet to examine how positive and negative incentives differentially influence the manner and intensity with which people allocate control. Here, we develop and test a normative model of control allocation under conditions of varying positive and negative performance incentives. Our model predicts, and our empirical findings confirm, that rewards for success and punishment for failure should differentially influence adjustments to the evidence accumulation rate versus response threshold, respectively. This dissociation further enabled us to infer how motivated a given person was by the consequences of success versus failure.

Indexed as

RewardAdultCognitionCrowdsourcingFemaleHumansMaleMiddle AgedMotivationPunishment

Identifiers

PMID34962931
PMCPMC8746743

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.