Article Version of Record

A drift diffusion model account of the semantic congruity effect in a classification paradigm

Author(s) / Creator(s)

Pirrone, Angelo
Marshall, James A. R.
Stafford, Tom

Abstract / Description

The semantic congruity effect refers to the facilitation of judgements (i) when the direction of the comparison of two items coincides with the relative position of the items along the dimension comparison or (ii) when the relative size of a standard and a target stimulus coincides. For example, people are faster in judging 'which is bigger?' for two large items, than judging 'which is smaller?' for two large items (selection paradigm). Also, people are faster in judging a target stimulus as smaller when compared to a small standard, than when compared to a large standard, and vice versa (classification paradigm). We use the Drift Diffusion Model (DDM) to explain the time course of a semantic congruity effect in a classification paradigm. Formal modelling of semantic congruity allows the time course of the decision process to be described, using an established model of decision making. Moreover, although there have been attempts to explain the semantic congruity effect within evidence accumulation models, two possible accounts for the congruity effect have been proposed but their specific predictions have not been compared directly, using a model that could quantitatively account for both; a shift in the starting point of evidence accumulation or a change in the rate at which evidence is accumulated. With our computational investigation we provide evidence for the latter, while controlling for other possible explanations such as a variation in non-decision time or boundary separation, that have not been taken into account in the explanation of this phenomenon.

Keyword(s)

drift diffusion model semantic congruity effect decision making magnitude comparison

Persistent Identifier

Date of first publication

2017-07-21

Journal title

Journal of Numerical Cognition

Volume

3

Issue

1

Page numbers

77–96

Publisher

PsychOpen GOLD

Publication status

publishedVersion

Review status

peerReviewed

Is version of

Citation

Pirrone, A., Marshall, J. A. R., & Stafford, T. (2017). A drift diffusion model account of the semantic congruity effect in a classification paradigm. Journal of Numerical Cognition, 3(1), 77–96. https://doi.org/10.5964/jnc.v3i1.79
  • Author(s) / Creator(s)
    Pirrone, Angelo
  • Author(s) / Creator(s)
    Marshall, James A. R.
  • Author(s) / Creator(s)
    Stafford, Tom
  • PsychArchives acquisition timestamp
    2018-11-21T11:42:43Z
  • Made available on
    2018-11-21T11:42:43Z
  • Date of first publication
    2017-07-21
  • Abstract / Description
    The semantic congruity effect refers to the facilitation of judgements (i) when the direction of the comparison of two items coincides with the relative position of the items along the dimension comparison or (ii) when the relative size of a standard and a target stimulus coincides. For example, people are faster in judging 'which is bigger?' for two large items, than judging 'which is smaller?' for two large items (selection paradigm). Also, people are faster in judging a target stimulus as smaller when compared to a small standard, than when compared to a large standard, and vice versa (classification paradigm). We use the Drift Diffusion Model (DDM) to explain the time course of a semantic congruity effect in a classification paradigm. Formal modelling of semantic congruity allows the time course of the decision process to be described, using an established model of decision making. Moreover, although there have been attempts to explain the semantic congruity effect within evidence accumulation models, two possible accounts for the congruity effect have been proposed but their specific predictions have not been compared directly, using a model that could quantitatively account for both; a shift in the starting point of evidence accumulation or a change in the rate at which evidence is accumulated. With our computational investigation we provide evidence for the latter, while controlling for other possible explanations such as a variation in non-decision time or boundary separation, that have not been taken into account in the explanation of this phenomenon.
    en_US
  • Publication status
    publishedVersion
  • Review status
    peerReviewed
  • Citation
    Pirrone, A., Marshall, J. A. R., & Stafford, T. (2017). A drift diffusion model account of the semantic congruity effect in a classification paradigm. Journal of Numerical Cognition, 3(1), 77–96. https://doi.org/10.5964/jnc.v3i1.79
    en_US
  • ISSN
    2363-8761
  • Persistent Identifier
    https://hdl.handle.net/20.500.12034/1250
  • Persistent Identifier
    https://doi.org/10.23668/psycharchives.1442
  • Language of content
    eng
  • Publisher
    PsychOpen GOLD
  • Is version of
    https://doi.org/10.5964/jnc.v3i1.79
  • Keyword(s)
    drift diffusion model
    en_US
  • Keyword(s)
    semantic congruity effect
    en_US
  • Keyword(s)
    decision making
    en_US
  • Keyword(s)
    magnitude comparison
    en_US
  • Dewey Decimal Classification number(s)
    150
  • Title
    A drift diffusion model account of the semantic congruity effect in a classification paradigm
    en_US
  • DRO type
    article
  • Issue
    1
  • Journal title
    Journal of Numerical Cognition
  • Page numbers
    77–96
  • Volume
    3
  • Visible tag(s)
    Version of Record