Dynamic Modeling of Problem Drinkers Undergoing Behavioral Treatment

被引：7

作者：

Banks, H. T. ^{[1
]}

Bekele-Maxwell, Kidist ^{[1
]}

Everett, R. A. ^{[1
]}

Stephenson, Lyric ^{[1
]}

Shao, Sijing ^{[2
]}

Morgenstern, Jon ^{[2
]}

机构：

[1] North Carolina State Univ, Ctr Res Sci Computat, Raleigh, NC 27695 USA

[2] Northwell Hlth, 1010 Northern Blvd, Great Neck, NY 11021 USA

来源：

BULLETIN OF MATHEMATICAL BIOLOGY | 2017年 / 79卷 / 06期

基金：

美国国家科学基金会;

关键词：

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

D O I：

10.1007/s11538-017-0282-5

中图分类号：

Q [生物科学];

学科分类号：

07 ; 0710 ; 09 ;

摘要：

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.

引用

页码：1254 / 1273

页数：20

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