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Dependent and problem drinking over 5 years: a latent class growth analysis.
Kevin L Delucchi1, Helen Matzger, Constance Weisner
1Department of Psychiatry, University of California, San Francisco, CA 94143-0984, USA. kdelucc@itsa.ucsf.edu
Drug and Alcohol Dependence
|June 15, 2004
Summary
This study identified five distinct long-term drinking patterns in problem drinkers, including early quitters and persistent heavy drinkers. Social networks and baseline factors influenced these trajectories, highlighting the need for tailored interventions.
Area of Science:
- Alcohol research
- Health services research
- Longitudinal studies
Background:
- Understanding the long-term trajectory of problematic drinking is crucial for effective alcohol research and health services.
- The stability and change in drinking patterns, particularly heavy drinking, have significant theoretical and applied implications.
Purpose of the Study:
- To apply latent class growth modeling to survey data to identify prototypical longitudinal drinking patterns among dependent and problem drinkers.
- To uncover distinct trajectories of alcohol consumption over a five-year period.
Main Methods:
- Utilized latent class growth modeling on five years of survey data from individuals with alcohol dependence and problem drinking.
- Analyzed baseline factors and significant influences on drinking patterns, including social networks and treatment history.
Main Results:
- Identified five distinct longitudinal drinking patterns: early quitters, light/non-drinkers, gradual improvers, moderate drinkers, and heavy drinkers.
- Baseline factors such as drug severity, dependence symptoms, and marital status were significant predictors.
- Social network characteristics, past treatment, and medical contacts influenced drinking trajectories, with heavy drinkers having larger heavy drinking and drug-using social networks.
Conclusions:
- Latent class growth modeling effectively identified distinct, prototypical longitudinal drinking patterns.
- Findings underscore the heterogeneity of drinking trajectories and the importance of social and clinical factors in shaping these patterns.
- The study supports the utility of semi-parametric, group-based approaches for analyzing complex alcohol-related behaviors.