eLifeNeurosciencePeer-reviewed journal article
Controllability boosts neural and cognitive signatures of information seeking
Marion RouaultiD, Aurélien WeissiD, Junseok K. LeeiD, Jan DrugowitschiD, Valérian ChamboniD, Valentin WyartiD
Abstract
In uncertain environments, seeking information about alternative choice options is essential for adaptive learning and decision-making. However, information seeking is usually confounded with changes-of-mind about the reliability of the preferred option. Here, we exploited the fact that information seeking requires control over which option to sample to isolate its behavioral and neurophysiological signatures. We found that changes-of-mind occurring with control require more evidence against the current option, are associated with reduced confidence, but are nevertheless more likely to be confirmed on the next decision. Multimodal neurophysiological recordings showed that these changes-of-mind are preceded by stronger activation of the dorsal attention network in magnetoencephalography (MEG), and followed by increased pupil-linked arousal during the presentation of decision outcomes. Together, these findings indicate that information seeking increases the saliency of evidence perceived as the direct consequence of ones own actions. HighlightsO_LIExploration-exploitation dilemmas confound information seeking with changes-of-mind. C_LIO_LIUnlike changes-of-mind, information seeking requires control over information sampling. C_LIO_LIInformation seeking is associated with reduced confidence and active hypothesis testing. C_LIO_LIStronger neurophysiological correlates of attention and arousal during information seeking. C_LI
- organism: human
- assay: imaging
- research focus: cell type annotation
- research focus: clustering
- research focus: trajectory inference
- research focus: differential expression
- approach: statistical model
- Citations
- 18
- FWCI
- 1.93
- Field percentile
- top 14%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- A post-decisional neural marker of confidence predicts information-seeking
Kobe Desender, Peter Murphy, … Nick Yeung·Journal of NeurosciencePeer-reviewed·Feb 25, 2019
- Metacognitive Computations for Information Search: Confidence in Control
Lion Schulz, Stephen M. Fleming, Peter Dayan·Psychological ReviewPeer-reviewed·Feb 9, 2023
- The neural encoding of information prediction errors during non-instrumental information seeking
Maja Brydevall, Daniel Bennett, … Stefan Bode·Scientific ReportsPeer-reviewed·Apr 11, 2018
- Changes-of-mind in the absence of new post-decision evidence
Nadim A. A. Atiya, Arkady Zgonnikov, … KongFatt Wong‐Lin·PLoS Computational BiologyPeer-reviewed·Feb 3, 2020
- Control over sampling boosts numerical evidence processing in human decisions from experience
Stefan Appelhoff, Ralph Hertwig, Bernhard Spitzer·Cerebral CortexPeer-reviewed·Feb 1, 2022
- Cherry-picking information: humans actively sample evidence to support prior beliefs
Paula Kaanders, Pradyumna Sepúlveda, … Benedetto De Martino·eLifePeer-reviewed·Apr 11, 2022