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Examining Pubertal and Cognitive Differences in Adolescent Depressive Symptoms Using Drift Diffusion Modeling
Kelly R Barry1,2, Natasha Chaku3,4, Lindsay Till Hoyt2
1Department of Psychology, University of Houston, Heyne Building #126, Houston, TX, 77204, USA.
Adolescent depression risk is linked to early puberty and cautious decision-making. Drift diffusion modeling (DDM) reveals how cognitive processes like boundary separation interact with pubertal timing to predict depressive symptoms.
Area of Science:
- Neuroscience
- Developmental Psychology
- Cognitive Science
Background:
- Adolescence is a critical period for depression onset.
- Cognitive and biological factors interact to influence depression risk.
- Drift diffusion modeling (DDM) offers insights into cognitive mechanisms of depression.
Purpose of the Study:
- To investigate the interplay between cognitive processes (DDM parameters) and pubertal timing in adolescent depression risk.
- To examine whether DDM parameters moderate the relationship between pubertal timing and depressive symptoms.
Main Methods:
- 103 diverse adolescents completed cognitive tasks (Stroop, Emotional Stroop) and self-report measures.
- DDM (EZ diffusion model) parameters (drift rate, boundary separation, non-decision time) were derived.
- Moderation analyses assessed interactions between DDM parameters and pubertal timing.
Main Results:
- Earlier pubertal timing was associated with increased depressive symptoms.
- Boundary separation significantly interacted with pubertal timing in both tasks.
- This interaction indicated that earlier development predicted higher depressive symptoms specifically in youth with high boundary separation.
Conclusions:
- Both cognitive (decision-making styles) and biological (pubertal timing) factors contribute to adolescent depression risk.
- DDM can identify specific cognitive vulnerabilities, such as cautious decision-making, associated with depression.
- Findings may inform understanding of rumination, indecision, and error monitoring in adolescent depression.
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