Humans strategically shift decision bias by flexibly adjusting sensory evidence accumulation

Niels A. Kloosterman, Jan Willem de Gee, Markus Werkle-Bergner, Ulman Lindenberger, Douglas D. Garrett, Johannes Jacobus Fahrenfort

Research output: Contribution to JournalArticleAcademicpeer-review

Abstract

Decision bias is traditionally conceptualized as an internal reference against which sensory evidence is compared. Instead, we show that individuals implement decision bias by shifting the rate of sensory evidence accumulation toward a decision bound. Participants performed a target detection task while we recorded EEG. We experimentally manipulated participants' decision criterion for reporting targets using different stimulus-response reward contingencies, inducing either a liberal or a conservative bias. Drift diffusion modeling revealed that a liberal strategy biased sensory evidence accumulation toward target-present choices. Moreover, a liberal bias resulted in stronger midfrontal pre-stimulus 2-6 Hz (theta) power and suppression of pre-stimulus 8-12 Hz (alpha) power in posterior cortex. Alpha suppression in turn was linked to the output activity in visual cortex, as expressed through 59-100 Hz (gamma) power. These findings show that observers can intentionally control cortical excitability to strategically bias evidence accumulation toward the decision bound that maximizes reward.

Original languageEnglish
Article numbere37321
Pages (from-to)1-27
Number of pages27
JournaleLife
Volume8
DOIs
Publication statusPublished - 6 Feb 2019

Funding

Max-Planck-Gesellschaft Open-access funding Niels A Kloosterman Markus Werkle-Bergner Ulman Lindenberger Douglas D Garrett Deutsche Forschungsgemeinschaft Emmy Noether Programme grant Niels A Kloosterman Douglas D Garrett Max Planck UCL Centre for Computational Psychiatry and Ageing Research Niels A Kloosterman Ulman Lindenberger Douglas D Garrett Jacobs Foundation Early Career Research Fellowship Markus Werkle-Bergner Deutsche Forschungsgemeinschaft WE4296/5-1 Markus Werkle-Bergner

FundersFunder number
Deutsche ForschungsgemeinschaftWE4296/5-1
Jacobs Foundation
Max-Planck-Gesellschaft

    Keywords

    • decision bias
    • drift diffusion modeling
    • electroencephalography
    • human
    • neural excitability
    • neural oscillations
    • neuroscience
    • perceptual decision-making

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