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Lateralized Readiness Potentials Reveal Properties of a Neural Mechanism for Implementing a Decision Threshold

Authors :
Patrick Simen
Marieke K. van Vugt
Philip Holmes
Leigh E. Nystrom
Jonathan D. Cohen
Artificial Intelligence
Source :
PLoS ONE, 9(3):e90943. PUBLIC LIBRARY SCIENCE, PLoS ONE, Vol 9, Iss 3, p e90943 (2014), PLoS ONE
Publication Year :
2014
Publisher :
PUBLIC LIBRARY SCIENCE, 2014.

Abstract

Many perceptual decision making models posit that participants accumulate noisy evidence over time to improve the accuracy of their decisions, and that in free response tasks, participants respond when the accumulated evidence reaches a decision threshold. Research on the neural correlates of these models' components focuses primarily on evidence accumulation. Far less attention has been paid to the neural correlates of decision thresholds, reflecting the final commitment to a decision. Inspired by a model of bistable neural activity that implements a decision threshold, we reinterpret human lateralized readiness potentials (LRPs) as reflecting the crossing of a decision threshold. Interestingly, this threshold crossing preserves signatures of a drift-diffusion process of evidence accumulation that feeds in to the threshold mechanism. We show that, as our model predicts, LRP amplitudes and growth rates recorded while participants performed a motion discrimination task correlate with individual differences in behaviorally-estimated prior beliefs, decision thresholds and evidence accumulation rates. As such LRPs provide a useful measure to test dynamical models of both evidence accumulation and decision commitment processes non-invasively. © 2014 van Vugt et al.

Details

Language :
English
ISSN :
19326203
Volume :
9
Issue :
3
Database :
OpenAIRE
Journal :
PLOS-One
Accession number :
edsair.doi.dedup.....a3b3c975ef20351a1870c51ca23f0b88
Full Text :
https://doi.org/10.1371/journal.pone.0090943