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心理治疗的数学:变化动力学的非线性模型

The Mathematics of Psychotherapy: A Nonlinear Model of Change Dynamics.

作者信息

Schiepek Gunter, Aas Benjamin, Viol Kathrin

机构信息

Paracelsus Medical University Salzburg, Austria and Ludwig Maximilians University Munich, Germany.

出版信息

Nonlinear Dynamics Psychol Life Sci. 2016 Jul;20(3):369-99.

Abstract

Psychotherapy is a dynamic process produced by a complex system of interacting variables. Even though there are qualitative models of such systems the link between structure and function, between network and network dynamics is still missing. The aim of this study is to realize these links. The proposed model is composed of five state variables (P: problem severity, S: success and therapeutic progress, M: motivation to change, E: emotions, I: insight and new perspectives) interconnected by 16 functions. The shape of each function is modified by four parameters (a: capability to form a trustful working alliance, c: mentalization and emotion regulation, r: behavioral resources and skills, m: self-efficacy and reward expectation). Psychologically, the parameters play the role of competencies or traits, which translate into the concept of control parameters in synergetics. The qualitative model was transferred into five coupled, deterministic, nonlinear difference equations generating the dynamics of each variable as a function of other variables. The mathematical model is able to reproduce important features of psychotherapy processes. Examples of parameter-dependent bifurcation diagrams are given. Beyond the illustrated similarities between simulated and empirical dynamics, the model has to be further developed, systematically tested by simulated experiments, and compared to empirical data.

摘要

心理治疗是一个由相互作用的变量组成的复杂系统所产生的动态过程。尽管存在关于此类系统的定性模型,但结构与功能之间、网络与网络动态之间的联系仍然缺失。本研究的目的是实现这些联系。所提出的模型由五个状态变量(P:问题严重程度,S:成功与治疗进展,M:改变动机,E:情绪,I:洞察力与新观点)组成,这些变量通过16个函数相互连接。每个函数的形式由四个参数修改(a:形成信任工作联盟的能力,c:心理化与情绪调节,r:行为资源与技能,m:自我效能感与奖励期望)。从心理学角度来看,这些参数起着能力或特质的作用,在协同学中转化为控制参数的概念。定性模型被转化为五个耦合的、确定性的、非线性差分方程,生成每个变量作为其他变量函数的动态变化。该数学模型能够重现心理治疗过程的重要特征。给出了参数依赖分岔图的示例。除了模拟动力学与实证动力学之间所展示的相似性之外,该模型还必须进一步发展,通过模拟实验进行系统测试,并与实证数据进行比较。

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