Literature DB >> 28429256

Dynamic Modeling of Problem Drinkers Undergoing Behavioral Treatment.

H T Banks1, Kidist Bekele-Maxwell2, R A Everett2, Lyric Stephenson2, Sijing Shao3, Jon Morgenstern3.   

Abstract

We use dynamical systems modeling to help understand how selected intra-personal factors interact to form mechanisms of behavior change in problem drinkers. Our modeling effort illustrates the iterative process of modeling using an individual's clinical data. Due to the lack of previous work in modeling behavior change in individual patients, we build our preliminary model relying on our understandings of the psychological relationships among the variables. This model is refined and the psychological understanding is then enhanced through the iterative modeling process. Our results suggest that this is a promising direction in research in alcohol use disorders as well as other behavioral sciences.

Entities:  

Keywords:  Behavior change; Inverse problems; Iterative weighted least squares; Mathematical psychology; Personalized medicine

Mesh:

Year:  2017        PMID: 28429256      PMCID: PMC5551482          DOI: 10.1007/s11538-017-0282-5

Source DB:  PubMed          Journal:  Bull Math Biol        ISSN: 0092-8240            Impact factor:   1.758


  10 in total

1.  Can the national addiction treatment infrastructure support the public's demand for quality care?

Authors:  A Thomas McLellan; Deni Carise; Herbert D Kleber
Journal:  J Subst Abuse Treat       Date:  2003-09

2.  Emotional well-being in recently bereaved widows: a dynamical systems approach.

Authors:  Toni L Bisconti; C S Bergeman; Steven M Boker
Journal:  J Gerontol B Psychol Sci Soc Sci       Date:  2004-07       Impact factor: 4.077

3.  Resilience-as-process: negative affect, stress, and coupled dynamical systems.

Authors:  Mignon A Montpetit; C S Bergeman; Pascal R Deboeck; Stacey S Tiberio; Steven M Boker
Journal:  Psychol Aging       Date:  2010-09

4.  Emotion as a thermostat: representing emotion regulation using a damped oscillator model.

Authors:  Sy-Miin Chow; Nilam Ram; Steven M Boker; Frank Fujita; Gerald Clore
Journal:  Emotion       Date:  2005-06

5.  Subtypes of alcohol dependence in a nationally representative sample.

Authors:  Howard B Moss; Chiung M Chen; Hsiao-ye Yi
Journal:  Drug Alcohol Depend       Date:  2007-06-26       Impact factor: 4.492

6.  A randomized clinical trial of naltrexone and behavioral therapy for problem drinking men who have sex with men.

Authors:  Jon Morgenstern; Alexis N Kuerbis; Andrew C Chen; Christopher W Kahler; Donald A Bux; Henry R Kranzler
Journal:  J Consult Clin Psychol       Date:  2012-05-21

7.  2010 National and State Costs of Excessive Alcohol Consumption.

Authors:  Jeffrey J Sacks; Katherine R Gonzales; Ellen E Bouchery; Laura E Tomedi; Robert D Brewer
Journal:  Am J Prev Med       Date:  2015-10-01       Impact factor: 5.043

8.  Issues in intraindividual variability: individual differences in equilibria and dynamics over multiple time scales.

Authors:  Steven M Boker; Peter C M Molenaar; John R Nesselroade
Journal:  Psychol Aging       Date:  2009-12

9.  Within-person associations between daily motivation and self-efficacy and drinking among problem drinkers in treatment.

Authors:  Jon Morgenstern; Alexis Kuerbis; Jessica Houser; Frederick J Muench; Sijing Shao; Hayley Treloar
Journal:  Psychol Addict Behav       Date:  2016-08-25

10.  Contribution of excessive alcohol consumption to deaths and years of potential life lost in the United States.

Authors:  Mandy Stahre; Jim Roeber; Dafna Kanny; Robert D Brewer; Xingyou Zhang
Journal:  Prev Chronic Dis       Date:  2014-06-26       Impact factor: 2.830

  10 in total
  1 in total

1.  Dynamical Systems Modeling to Identify a Cohort of Problem Drinkers with Similar Mechanisms of Behavior Change.

Authors:  Kidist Bekele-Maxwell; R A Everett; Sijing Shao; Alexis Kuerbis; Lyric Stephenson; H T Banks; Jon Morgenstern
Journal:  J Pers Oriented Res       Date:  2017-11-01
  1 in total

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