Literature DB >> 16639871

Transition to college: A classification and regression tree (CART) analysis of natural reduction of binge drinking.

Peter W Vik1, Tony Cellucci, Jill Hedt, Melinda Jorgensen.   

Abstract

Approximately one in five teens that drank heavily in high school reduces or discontinues consumption while in college. Multiple paths might lead to the common outcome of natural reduction in heavy drinking. Statistical modeling of this complex process of natural reduction is a challenge with standard linear statistics. The purpose of this paper is to use a new statistical procedure, Classification and Regression Tree (CART), to model the equifinality of reduction in drinking by college students who drank heavily as adolescents. An appealing aspect of CART is that the resulting tree model that can easily be interpreted and applied by those who work with adolescents during the important transition from high school to college. Of 201 college students who first binged on alcohol while in high school, 71 (35.3%) denied heavy or binge drinking within the previous three months (Natural Reducers). The final model accurately classified 84.6% of the students as either continued heavy drinkers or natural reducers. Sensitivity was modest (accurate identification of 67.6% of the reducers); however, specificity was strong (correct classification of 93.8% of the continued heavy drinkers). The model revealed four pathways to natural reduction in drinking. Predominant in each path was the influence of social factors that maintain continued drinking (e.g., social facilitation outcome expectancies, perception of friends' drinking) or facilitate natural reduction (e.g., regular church attendance). The results support the application of CART to model health behaviors across the transition from adolescence to young adulthood.

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Year:  2006        PMID: 16639871     DOI: 10.1515/ijamh.2006.18.1.171

Source DB:  PubMed          Journal:  Int J Adolesc Med Health        ISSN: 0334-0139


  3 in total

1.  Predictors of Abstinence From Heavy Drinking During Follow-Up in COMBINE.

Authors:  Ralitza Gueorguieva; Ran Wu; Lisa M Fucito; Stephanie S O'Malley
Journal:  J Stud Alcohol Drugs       Date:  2015-11       Impact factor: 2.582

2.  Predictors of abstinence from heavy drinking during treatment in COMBINE and external validation in PREDICT.

Authors:  Karl Mann; Stephanie S O'Malley; Ralitza Gueorguieva; Ran Wu; Patrick G O'Connor; Constance Weisner; Lisa M Fucito; Sabine Hoffmann
Journal:  Alcohol Clin Exp Res       Date:  2014-10       Impact factor: 3.455

Review 3.  Uncovering multiple pathways to substance use: a comparison of methods for identifying population subgroups.

Authors:  Lisa Dierker; Jennifer Rose; Xianming Tan; Runze Li
Journal:  J Prim Prev       Date:  2010-12
  3 in total

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