Using drift diffusion modeling to understand inattentive behavior in preterm and term-born children

Jenny Retzler1, Chris Retzler1, Madeleine Groom2

  • 1Department of Psychology.

Neuropsychology
|October 4, 2019
PubMed

Insights

Less efficient information processing underlies inattention in both very preterm (VP) and term-born children. Drift diffusion modeling (DDM) effectively characterizes cognitive processes related to inattentive behavior.

Area of Science:

  • Cognitive Neuroscience
  • Developmental Psychology
  • Clinical Psychology

Background:

  • Children born very preterm (VP) face higher risks of inattention.
  • Cognitive processes underlying inattention in VP children may differ from term-born peers.
  • Standard reaction time (RT) measures may not fully capture inattention mechanisms.

Purpose of the Study:

  • To compare cognitive processes related to inattention in VP and term-born children using drift diffusion modeling (DDM).
  • To assess if DDM provides better characterization of inattention than standard RT measures.
  • To determine if mechanisms of inattention differ between VP and term-born children.

Main Methods:

  • Compared performance on a cued continuous performance task in 33 VP (≤32 weeks gestation) and 32 term-born children (8-11 years).
  • Utilized standard measures (RT, variability, accuracy) and DDM to analyze task performance.
  • Employed hierarchical regression to link standard and DDM measures to parent-rated inattention.

Main Results:

  • No significant group differences were found in standard or DDM task performance measures.
  • Parent-rated inattention correlated with hit rate, RT variability, and drift rate (DDM processing efficiency).
  • Drift rate emerged as the strongest predictor of parent-rated inattention, with similar relationships across groups.

Conclusions:

  • Less efficient information processing is a shared mechanism for inattention in both VP and term-born children.
  • DDM offers valuable insights into atypical cognitive processing in clinical populations.
  • Findings highlight the utility of DDM for understanding inattention across developmental groups.
Abstract

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