Literature DB >> 12573687

Substance abuse as a dynamical disease: evidence and clinical implications of nonlinearity in a time series of daily alcohol consumption.

Keith Warren1, Raymond C Hawkins, Julien C Sprott.   

Abstract

Several authors have suggested that chaos theory, the study of nonlinear dynamics and the application of the knowledge gained to natural and social phenomena, might yield insight into substance-related disorders. In this article, we examine the dynamics of substance abuse by fitting a nonlinear model to a time series of the amount of alcohol, which an adult male with a diagnosis of substance abuse consumed on a daily basis. The nonlinear model shows a statistically superior fit when compared to a linear model. We then use the model to explore a question that is pertinent to the treatment of substance abuse, whether controlled drinking or abstinence is a preferred strategy for maintaining sobriety.

Entities:  

Mesh:

Year:  2003        PMID: 12573687     DOI: 10.1016/s0306-4603(01)00234-9

Source DB:  PubMed          Journal:  Addict Behav        ISSN: 0306-4603            Impact factor:   3.913


  9 in total

1.  Modeling the complexity of post-treatment drinking: it's a rocky road to relapse.

Authors:  Katie Witkiewitz; G Alan Marlatt
Journal:  Clin Psychol Rev       Date:  2007-01-18

2.  Drinking trajectories following an initial lapse.

Authors:  Katie Witkiewitz; Katherine E Masyn
Journal:  Psychol Addict Behav       Date:  2008-06

3.  Predictors of heavy drinking during and following treatment.

Authors:  Katie Witkiewitz
Journal:  Psychol Addict Behav       Date:  2011-09

4.  A mathematical model of reward-mediated learning in drug addiction.

Authors:  Tom Chou; Maria R D'Orsogna
Journal:  Chaos       Date:  2022-02       Impact factor: 3.642

5.  A chaotic view of behavior change: a quantum leap for health promotion.

Authors:  Ken Resnicow; Roger Vaughan
Journal:  Int J Behav Nutr Phys Act       Date:  2006-09-12       Impact factor: 6.457

6.  The Dynamics of Addiction: Craving versus Self-Control.

Authors:  Johan Grasman; Raoul P P P Grasman; Han L J van der Maas
Journal:  PLoS One       Date:  2016-06-28       Impact factor: 3.240

7.  On the Use of Mixed Markov Models for Intensive Longitudinal Data.

Authors:  S de Haan-Rietdijk; P Kuppens; C S Bergeman; L B Sheeber; N B Allen; E L Hamaker
Journal:  Multivariate Behav Res       Date:  2017-09-28       Impact factor: 5.923

8.  Innovative methods for observing and changing complex health behaviors: four propositions.

Authors:  Guillaume Chevance; Olga Perski; Eric B Hekler
Journal:  Transl Behav Med       Date:  2021-03-16       Impact factor: 3.046

Review 9.  Relapse prediction: A meteorology-inspired mobile model.

Authors:  F Michler Bishop
Journal:  Health Psychol Open       Date:  2016-09-04
  9 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.