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Published on: July 16, 2015
Sleep deprivation affects interference control: A diffusion model analysis
Jiaorong Luo1, Chao Hao1, Ning Ma1
1School of Psychology, Center for Sleep Research, South China Normal University.
Sleep deprivation impairs interference control, contrary to previous findings. A diffusion model revealed that slower reaction times after sleep loss are linked to degraded information processing and increased task-irrelevant activation, indicating impaired cognitive control.
Area of Science:
- Cognitive Neuroscience
- Sleep Research
Background:
- Previous studies suggested sleep deprivation does not affect interference control, based on unchanged interference effects despite slower reaction times.
- This interpretation overlooked the impact of overall slower processing speeds on interference measures.
Purpose of the Study:
- To investigate the effects of sleep deprivation on interference control using a novel diffusion model approach.
- To re-evaluate previous findings by accounting for overall changes in cognitive processing speed.
Main Methods:
- Utilized a variant of the diffusion model, the diffusion model for conflict tasks (DMC), for mathematical derivations and simulations.
- Conducted a Simon task experiment with participants experiencing either normal sleep or one night of sleep deprivation.
- Fitted the DMC to experimental data to analyze cognitive processing parameters.
Main Results:
- Sleep deprivation led to a decreased drift rate of task-relevant information and increased time-to-peak of task-irrelevant activation.
- While Simon effects in reaction times and distributions were not significantly altered by sleep deprivation, model fits indicated impaired interference control.
- Task-irrelevant activation increased after sleep deprivation, suggesting a degradation of central information processing.
Conclusions:
- Unchanged interference effects do not necessarily imply unaffected interference control when overall processing speed is reduced.
- Sleep deprivation impairs interference control by degrading central information processing and increasing task-irrelevant activation.
- The diffusion model for conflict tasks (DMC) provides a more sensitive measure of sleep deprivation's impact on cognitive control.
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