Bobashev Georgiy, Holloway John, Solano Eric, Gutkin Boris
Fellow in RTI International's Center for Data Science.
Multimedia design specialist in RTI International's Center for Forensic Sciences.
Methods Rep RTI Press. 2017 Jun;2017. doi: 10.3768/rtipress.2017.op.0040.1706.
We present a heuristic control theory model that describes smoking under restricted and unrestricted access to cigarettes. The model is based on the allostasis theory and uses a formal representation of a multiscale opponent process. The model simulates smoking behavior of an individual and produces both short-term ("loading up" after not smoking for a while) and long-term smoking patterns (e.g., gradual transition from a few cigarettes to one pack a day). By introducing a formal representation of withdrawal- and craving-like processes, the model produces gradual increases over time in withdrawal- and craving-like signals associated with abstinence and shows that after 3 months of abstinence, craving disappears. The model was programmed as a computer application allowing users to select simulation scenarios. The application links images of brain regions that are activated during the binge/intoxication, withdrawal, or craving with corresponding simulated states. The model was calibrated to represent smoking patterns described in peer-reviewed literature; however, it is generic enough to be adapted to other drugs, including cocaine and opioids. Although the model does not mechanistically describe specific neurobiological processes, it can be useful in prevention and treatment practices as an illustration of drug-using behaviors and expected dynamics of withdrawal and craving during abstinence.
我们提出了一种启发式控制理论模型,该模型描述了在香烟获取受限和不受限情况下的吸烟行为。该模型基于稳态应变理论,并使用了多尺度对手过程的形式化表示。该模型模拟个体的吸烟行为,并产生短期(一段时间不吸烟后“大量吸烟”)和长期吸烟模式(例如,从每天吸几支烟逐渐过渡到一包烟)。通过引入戒断和类似渴望过程的形式化表示,该模型产生了与禁欲相关的戒断和类似渴望信号随时间的逐渐增加,并表明禁欲3个月后,渴望消失。该模型被编程为一个计算机应用程序,允许用户选择模拟场景。该应用程序将在暴饮暴食/中毒、戒断或渴望期间激活的脑区图像与相应的模拟状态联系起来。该模型经过校准,以呈现同行评审文献中描述的吸烟模式;然而,它具有足够的通用性,可适用于其他药物,包括可卡因和阿片类药物。虽然该模型没有从机制上描述具体的神经生物学过程,但它在预防和治疗实践中可能有用,可作为药物使用行为以及禁欲期间戒断和渴望预期动态的示例。