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Perceptual decision neurosciences - a model-based review.

M J Mulder1, L van Maanen2, B U Forstmann2

  • 1Department of Psychology, University of Amsterdam, The Netherlands; Institute for Psychological Research & Leiden Institute for Brain and Cognition, Leiden University, The Netherlands.

Neuroscience
|August 1, 2014
PubMed
Summary

This review explores how quantitative models and neuroscientific data reveal brain networks underlying perceptual decision-making. Model-based approaches link cognitive processes like evidence accumulation to specific neural activity, advancing our understanding.

Keywords:
Drift Diffusion ModelLinear Ballistic Accumulatorevidence accumulation modelfMRI

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Area of Science:

  • Cognitive Neuroscience
  • Neuroimaging

Background:

  • Perceptual decision-making involves complex cognitive processes.
  • Understanding the neural basis requires advanced analytical methods.

Purpose of the Study:

  • To review model-based studies on neural correlates of perceptual decision-making over the last decade.
  • To link latent cognitive processes to specific brain network activity.

Main Methods:

  • Systematic review of studies using quantitative cognitive models with neuroscientific data (fMRI BOLD).
  • Focus on model-based approaches to capture latent decision-making processes.
  • Analysis of neural correlates for evidence accumulation and decision threshold setting.

Main Results:

  • Different cortico-subcortical networks are associated with distinct latent decision-making processes.
  • Evidence accumulation correlates with a fronto-parietal network, overlapping with choice bias.
  • Decision threshold setting involves fronto-basal ganglia networks, also linked to choice bias.

Conclusions:

  • Model-based approaches are crucial for understanding the neural basis of cognitive processes.
  • This approach effectively links abstract decision-making components to measurable brain activity.
  • Future research can leverage these methods to further elucidate cognitive neuroscience.