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A Combination of Impulsivity Subdomains Predict Alcohol Intoxication Frequency
Laura O'Halloran1, Brian Pennie1, Lee Jollans1
1School of Psychology, Trinity College Dublin, Dublin 2, Ireland.
Alcoholism, Clinical and Experimental Research
|June 16, 2018
Summary
Impulsivity, particularly trait and cognitive aspects, predicts how often college students get drunk, but not how much they drink. Understanding these impulsivity facets is key to addressing alcohol misuse patterns.
Area of Science:
- Psychology
- Neuroscience
- Public Health
Background:
- Impulsivity is linked to college student alcohol misuse.
- Impulsivity is multidimensional, with different facets potentially influencing distinct alcohol misuse patterns.
- This study investigates the relationship between specific impulsivity domains and alcohol intoxication and consumption frequencies.
Purpose of the Study:
- To quantify the association between alcohol intoxication and consumption frequencies and various domains of impulsivity (choice, action, cognitive, trait).
- To identify which impulsivity subdomains predict different patterns of alcohol misuse in university students.
- To explore the predictive power of impulsivity measures compared to other risk factors.
Main Methods:
- 106 university student drinkers completed self-report and task-based impulsivity measures.
- Latent factors for intoxication and alcohol consumption frequencies were derived and validated.
- Machine learning, including penalized regression and feature selection, was used to predict alcohol use frequencies from impulsivity subdomains, with out-of-sample validation.
Main Results:
- Impulsivity measures significantly predicted intoxication frequency but not consumption frequency.
- Higher intoxication frequency was associated with increased trait impulsivity (Disinhibition, Attentional, Non-planning), cognitive impulsivity (response time variability), and choice impulsivity (delay discounting).
- A comprehensive model including other risk factors did not outperform a model based solely on impulsivity domains.
Conclusions:
- Specific subdomains of impulsivity are significant predictors of intoxication frequency in college students.
- Impulsivity does not appear to be a significant predictor of alcohol consumption frequency.
- These findings highlight the nuanced relationship between different facets of impulsivity and patterns of alcohol misuse.
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