Literature DB >> 20161275

Ecosystem Modeling of College Drinking: Parameter Estimation and Comparing Models to Data.

Azmy S Ackleh1, Ben G Fitzpatrick, Richard Scribner, Neal Simonsen, Jeremy J Thibodeaux.   

Abstract

Recently we developed a model composed of five impulsive differential equations that describes the changes in drinking patterns (that persist at epidemic level) amongst college students. Many of the model parameters cannot be measured directly from data; thus, an inverse problem approach, which chooses the set of parameters that results in the "best" model to data fit, is crucial for using this model as a predictive tool. The purpose of this paper is to present the procedure and results of an unconventional approach to parameter estimation that we developed after more common approaches were unsuccessful for our specific problem. The results show that our model provides a good fit to survey data for 32 campuses. Using these parameter estimates, we examined the effect of two hypothetical intervention policies: 1) reducing environmental wetness, and 2) penalizing students who are caught drinking. The results suggest that reducing campus wetness may be a very effective way of reducing heavy episodic (binge) drinking on a college campus, while a policy that penalizes students who drink is not nearly as effective.

Entities:  

Year:  2009        PMID: 20161275      PMCID: PMC2702788          DOI: 10.1016/j.mcm.2009.03.012

Source DB:  PubMed          Journal:  Math Comput Model        ISSN: 0895-7177


  19 in total

1.  Misperceptions of the norms for the frequency of alcohol and other drug use on college campuses.

Authors:  H W Perkins; P W Meilman; J S Leichliter; J R Cashin; C A Presley
Journal:  J Am Coll Health       Date:  1999-05

Review 2.  A developmental perspective on alcohol use and heavy drinking during adolescence and the transition to young adulthood.

Authors:  John E Schulenberg; Jennifer L Maggs
Journal:  J Stud Alcohol Suppl       Date:  2002-03

Review 3.  Comprehensive community interventions to promote health: implications for college-age drinking problems.

Authors:  Ralph W Hingson; Jonathan Howland
Journal:  J Stud Alcohol Suppl       Date:  2002-03

4.  Drinking and driving among college students: the influence of alcohol-control policies.

Authors:  Henry Wechsler; Jae Eun Lee; Toben F Nelson; Hang Lee
Journal:  Am J Prev Med       Date:  2003-10       Impact factor: 5.043

5.  Misperceiving the college drinking norm and related problems: a nationwide study of exposure to prevention information, perceived norms and student alcohol misuse.

Authors:  H Wesley Perkins; Michael P Haines; Richard Rice
Journal:  J Stud Alcohol       Date:  2005-07

6.  Population dynamics models in plant-insect herbivore-pesticide interactions.

Authors:  B M Adams; H T Banks; J E Banks; J D Stark
Journal:  Math Biosci       Date:  2005-07       Impact factor: 2.144

7.  A multisite randomized trial of social norms marketing campaigns to reduce college student drinking.

Authors:  William DeJong; Shari Kessel Schneider; Laura Gomberg Towvim; Melissa J Murphy; Emily E Doerr; Neal R Simonsen; Karen E Mason; Richard A Scribner
Journal:  J Stud Alcohol       Date:  2006-11

8.  What colleges are doing about student binge drinking. A survey of college administrators.

Authors:  H Wechsler; K Kelley; E R Weitzman; J P SanGiovanni; M Seibring
Journal:  J Am Coll Health       Date:  2000-03

9.  Predictors of college students' alcohol consumption: implications for student education.

Authors:  J Reis; W L Riley
Journal:  J Genet Psychol       Date:  2000-09       Impact factor: 1.509

10.  Selection and socialization effects of fraternities and sororities on US college student substance use: a multi-cohort national longitudinal study.

Authors:  Sean Esteban McCabe; John E Schulenberg; Lloyd D Johnston; Patrick M O'Malley; Jerald G Bachman; Deborah D Kloska
Journal:  Addiction       Date:  2005-04       Impact factor: 6.526

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  5 in total

1.  Heavy episodic drinking on college campuses: does changing the legal drinking age make a difference?

Authors:  Jawaid W Rasul; Robert G Rommel; Geoffrey M Jacquez; Ben G Fitzpatrick; Azmy S Ackleh; Neal Simonsen; Richard A Scribner
Journal:  J Stud Alcohol Drugs       Date:  2011-01       Impact factor: 2.582

2.  Forecasting the effect of the Amethyst initiative on college drinking.

Authors:  Ben G Fitzpatrick; Richard Scribner; Azmy S Ackleh; Jawaid Rasul; Geoffrey Jacquez; Neal Simonsen; Robert Rommel
Journal:  Alcohol Clin Exp Res       Date:  2012-03-20       Impact factor: 3.455

3.  The Big Impact of Small Groups on College Drinking.

Authors:  B Fitzpatrick; J Martinez; E Polidan; E Angelis
Journal:  J Artif Soc Soc Simul       Date:  2015-06-30

4.  Parameter Estimation for Gene Regulatory Networks from Microarray Data: Cold Shock Response in Saccharomyces cerevisiae.

Authors:  Kam D Dahlquist; Ben G Fitzpatrick; Erika T Camacho; Stephanie D Entzminger; Nathan C Wanner
Journal:  Bull Math Biol       Date:  2015-09-29       Impact factor: 1.758

5.  Time for a Drink? A Mathematical Model of Non-human Primate Alcohol Consumption.

Authors:  Sharon Moore; Ami Radunskaya; Elizabeth Zollinger; Kathleen A Grant; Steven Gonzales; Erich J Baker
Journal:  Front Appl Math Stat       Date:  2019-02-22
  5 in total

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