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Articles, Behavioral/Cognitive

fMRI and EEG Predictors of Dynamic Decision Parameters during Human Reinforcement Learning

Michael J. Frank, Chris Gagne, Erika Nyhus, Sean Masters, Thomas V. Wiecki, James F. Cavanagh and David Badre
Journal of Neuroscience 14 January 2015, 35 (2) 485-494; https://doi.org/10.1523/JNEUROSCI.2036-14.2015
Michael J. Frank
1Department of Cognitive, Linguistic and Psychological Sciences, Brown University, Providence, Rhode Island 02912,
2Brown Institute for Brain Science, Providence, Rhode Island 09212,
3Department of Psychiatry and Human Behavior, Brown University, Providence, Rhode Island 02912,
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Chris Gagne
1Department of Cognitive, Linguistic and Psychological Sciences, Brown University, Providence, Rhode Island 02912,
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Erika Nyhus
1Department of Cognitive, Linguistic and Psychological Sciences, Brown University, Providence, Rhode Island 02912,
4Department of Psychology and Program in Neuroscience, Bowdoin College, Brunswick, Maine 04011, and
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Sean Masters
1Department of Cognitive, Linguistic and Psychological Sciences, Brown University, Providence, Rhode Island 02912,
2Brown Institute for Brain Science, Providence, Rhode Island 09212,
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Thomas V. Wiecki
1Department of Cognitive, Linguistic and Psychological Sciences, Brown University, Providence, Rhode Island 02912,
2Brown Institute for Brain Science, Providence, Rhode Island 09212,
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James F. Cavanagh
1Department of Cognitive, Linguistic and Psychological Sciences, Brown University, Providence, Rhode Island 02912,
5Department of Psychology, University of New Mexico, Albuquerque, New Mexico 87131
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David Badre
1Department of Cognitive, Linguistic and Psychological Sciences, Brown University, Providence, Rhode Island 02912,
2Brown Institute for Brain Science, Providence, Rhode Island 09212,
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Article Information

DOI 
https://doi.org/10.1523/JNEUROSCI.2036-14.2015
PubMed 
25589744
Published By 
Society for Neuroscience
History 
  • Received May 19, 2014
  • Revision received November 10, 2014
  • Accepted November 12, 2014
  • First published January 14, 2015.
  • Version of record published January 14, 2015.
Copyright & Usage 
Copyright © 2015 the authors 0270-6474/15/350485-10$15.00/0

Author Information

  1. Michael J. Frank1,2,3,
  2. Chris Gagne1,
  3. Erika Nyhus1,4,
  4. Sean Masters1,2,
  5. Thomas V. Wiecki1,2,
  6. James F. Cavanagh1,5, and
  7. David Badre1,2
  1. 1Department of Cognitive, Linguistic and Psychological Sciences, Brown University, Providence, Rhode Island 02912,
  2. 2Brown Institute for Brain Science, Providence, Rhode Island 09212,
  3. 3Department of Psychiatry and Human Behavior, Brown University, Providence, Rhode Island 02912,
  4. 4Department of Psychology and Program in Neuroscience, Bowdoin College, Brunswick, Maine 04011, and
  5. 5Department of Psychology, University of New Mexico, Albuquerque, New Mexico 87131
View Full Text

Author contributions

  1. Author contributions: M.J.F. and D.B. designed research; M.J.F., C.G., and E.N. performed research; M.J.F., C.G., S.M., T.V.W., and J.F.C. analyzed data; M.J.F., E.N., J.F.C., and D.B. wrote the paper.

Disclosures

    • Received May 19, 2014.
    • Revision received November 10, 2014.
    • Accepted November 12, 2014.
  • This work was supported by National Institute of Mental Health Grant RO1 MH080066-01, National Science Foundation Award 1125788, National Institute of Neurological Disorders and Stroke Grant R01 NS065046, the Alfred P. Sloan Foundation, and the James S. McDonnell Foundation. We gratefully acknowledge the efforts of Julie Helmers for assistance with figure preparation.

  • The authors declare no competing financial interests.

  • Correspondence should be addressed to Michael J. Frank, Department of Cognitive, Linguistic and Psychological Sciences, Brown University, Providence, RI 02912. michael_frank{at}brown.edu

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Total393668104883
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The Journal of Neuroscience: 35 (2)
Journal of Neuroscience
Vol. 35, Issue 2
14 Jan 2015
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fMRI and EEG Predictors of Dynamic Decision Parameters during Human Reinforcement Learning
Michael J. Frank, Chris Gagne, Erika Nyhus, Sean Masters, Thomas V. Wiecki, James F. Cavanagh, David Badre
Journal of Neuroscience 14 January 2015, 35 (2) 485-494; DOI: 10.1523/JNEUROSCI.2036-14.2015

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fMRI and EEG Predictors of Dynamic Decision Parameters during Human Reinforcement Learning
Michael J. Frank, Chris Gagne, Erika Nyhus, Sean Masters, Thomas V. Wiecki, James F. Cavanagh, David Badre
Journal of Neuroscience 14 January 2015, 35 (2) 485-494; DOI: 10.1523/JNEUROSCI.2036-14.2015
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Keywords

  • basal ganglia
  • decision making
  • drift diffusion model
  • prefrontal cortex
  • subthalamic nucleus

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