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Common neural choice signals can emerge artefactually amid multiple distinct value signals

Author

Listed:
  • Romy Frömer

    (Brown University
    Brown University
    University of Birmingham
    University of Birmingham)

  • Matthew R. Nassar

    (Brown University
    Brown University)

  • Benedikt V. Ehinger

    (University of Stuttgart)

  • Amitai Shenhav

    (Brown University
    Brown University
    University of California Berkeley
    University of California Berkeley)

Abstract

Previous work has identified characteristic neural signatures of value-based decision-making, including neural dynamics that closely resemble the ramping evidence accumulation process believed to underpin choice. Here we test whether these signatures of the choice process can be temporally dissociated from additional, choice-‘independent’ value signals. Indeed, EEG activity during value-based choice revealed distinct spatiotemporal clusters, with a stimulus-locked cluster reflecting affective reactions to choice sets and a response-locked cluster reflecting choice difficulty. Surprisingly, ‘neither’ of these clusters met the criteria for an evidence accumulation signal. Instead, we found that stimulus-locked activity can ‘mimic’ an evidence accumulation process when aligned to the response. Re-analysing four previous studies, including three perceptual decision-making studies, we show that response-locked signatures of evidence accumulation disappear when stimulus-locked and response-locked activity are modelled jointly. Collectively, our findings show that neural signatures of value can reflect choice-independent processes and look deceptively like evidence accumulation.

Suggested Citation

  • Romy Frömer & Matthew R. Nassar & Benedikt V. Ehinger & Amitai Shenhav, 2024. "Common neural choice signals can emerge artefactually amid multiple distinct value signals," Nature Human Behaviour, Nature, vol. 8(11), pages 2194-2208, November.
  • Handle: RePEc:nat:nathum:v:8:y:2024:i:11:d:10.1038_s41562-024-01971-z
    DOI: 10.1038/s41562-024-01971-z
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    References listed on IDEAS

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    1. Bates, Douglas & Mächler, Martin & Bolker, Ben & Walker, Steve, 2015. "Fitting Linear Mixed-Effects Models Using lme4," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 67(i01).
    2. Simon P. Kelly & Elaine A. Corbett & Redmond G. O’Connell, 2021. "Neurocomputational mechanisms of prior-informed perceptual decision-making in humans," Nature Human Behaviour, Nature, vol. 5(4), pages 467-481, April.
    3. M. Andrea Pisauro & Elsa Fouragnan & Chris Retzler & Marios G. Philiastides, 2017. "Neural correlates of evidence accumulation during value-based decisions revealed via simultaneous EEG-fMRI," Nature Communications, Nature, vol. 8(1), pages 1-9, August.
    4. J. Kael White & Ethan S. Bromberg-Martin & Sarah R. Heilbronner & Kaining Zhang & Julia Pai & Suzanne N. Haber & Ilya E. Monosov, 2019. "A neural network for information seeking," Nature Communications, Nature, vol. 10(1), pages 1-19, December.
    5. Michael Pereira & Pierre Megevand & Mi Xue Tan & Wenwen Chang & Shuo Wang & Ali Rezai & Margitta Seeck & Marco Corniola & Shahan Momjian & Fosco Bernasconi & Olaf Blanke & Nathan Faivre, 2021. "Evidence accumulation relates to perceptual consciousness and monitoring," Nature Communications, Nature, vol. 12(1), pages 1-11, December.
    6. Timothy D. Hanks & Charles D. Kopec & Bingni W. Brunton & Chunyu A. Duan & Jeffrey C. Erlich & Carlos D. Brody, 2015. "Distinct relationships of parietal and prefrontal cortices to evidence accumulation," Nature, Nature, vol. 520(7546), pages 220-223, April.
    7. Satohiro Tajima & Jan Drugowitsch & Alexandre Pouget, 2016. "Optimal policy for value-based decision-making," Nature Communications, Nature, vol. 7(1), pages 1-12, November.
    8. Romy Frömer & Carolyn K. Dean Wolf & Amitai Shenhav, 2019. "Goal congruency dominates reward value in accounting for behavioral and neural correlates of value-based decision-making," Nature Communications, Nature, vol. 10(1), pages 1-11, December.
    9. Alison Harris & Ralph Adolphs & Colin Camerer & Antonio Rangel, 2011. "Dynamic Construction of Stimulus Values in the Ventromedial Prefrontal Cortex," PLOS ONE, Public Library of Science, vol. 6(6), pages 1-13, June.
    10. Frederick Callaway & Antonio Rangel & Thomas L Griffiths, 2021. "Fixation patterns in simple choice reflect optimal information sampling," PLOS Computational Biology, Public Library of Science, vol. 17(3), pages 1-29, March.
    11. Natalie A. Steinemann & Redmond G. O’Connell & Simon P. Kelly, 2018. "Decisions are expedited through multiple neural adjustments spanning the sensorimotor hierarchy," Nature Communications, Nature, vol. 9(1), pages 1-13, December.
    12. Leor N. Katz & Jacob L. Yates & Jonathan W. Pillow & Alexander C. Huk, 2016. "Dissociated functional significance of decision-related activity in the primate dorsal stream," Nature, Nature, vol. 535(7611), pages 285-288, July.
    13. Ilya E. Monosov, 2017. "Anterior cingulate is a source of valence-specific information about value and uncertainty," Nature Communications, Nature, vol. 8(1), pages 1-12, December.
    14. Rafael Polanía & Marius Moisa & Alexander Opitz & Marcus Grueschow & Christian C. Ruff, 2015. "The precision of value-based choices depends causally on fronto-parietal phase coupling," Nature Communications, Nature, vol. 6(1), pages 1-10, November.
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