[HTML][HTML] A review of mathematical modeling of addiction regarding both (neuro-) psychological processes and the social contagion perspectives
Addiction is a complex biopsychosocial phenomenon, impacted by biological
predispositions, psychological processes, and the social environment. Using mathematical …
predispositions, psychological processes, and the social environment. Using mathematical …
Linking social context and addiction neuroscience: a computational psychiatry approach
In their recent article (Time to connect: bringing social context into addiction neuroscience
(Nat. Rev. Neurosci. 17, 592–599 (2016)) 1, Heilig et al. suggest that the lack of progress …
(Nat. Rev. Neurosci. 17, 592–599 (2016)) 1, Heilig et al. suggest that the lack of progress …
Computational models of behavioral addictions: State of the art and future directions
Non-pharmacological behavioral addictions, such as pathological gambling, videogaming,
social networking, or internet use, are becoming major public health concerns. It is not yet …
social networking, or internet use, are becoming major public health concerns. It is not yet …
Computational models of drug use and addiction: A review.
JA Mollick, H Kober - Journal of abnormal psychology, 2020 - psycnet.apa.org
In this brief review, we describe current computational models of drug-use and addiction that
fall into 2 broad categories: mathematically based models that rely on computational …
fall into 2 broad categories: mathematically based models that rely on computational …
Drug Addiction: A Computational Multiscale Model Combining Neuropsychology, Cognition and Behavior
According to the United Nations, approximately 24.7 million people used amphetamines, 16
million used cocaine, and 12 million used heroin in 2006/07 (Costa, 2008). Full recovery …
million used cocaine, and 12 million used heroin in 2006/07 (Costa, 2008). Full recovery …
Computational mechanisms of addiction: recent evidence and its relevance to addiction medicine
Abstract Purpose of Review In this article, we provide a brief review of recent computational
modelling studies of substance use disorders (SUDs), with a focus on work published within …
modelling studies of substance use disorders (SUDs), with a focus on work published within …
[HTML][HTML] Theory-driven computational models of drug addiction in humans: Fruitful or futile?
TV Lim, KD Ersche - Addiction Neuroscience, 2023 - Elsevier
Maladaptive behavior in drug addiction is widely regarded as a result of neurocognitive
dysfunctions. Recently, there has been a growing trend to adopt computational methods to …
dysfunctions. Recently, there has been a growing trend to adopt computational methods to …
[HTML][HTML] The utility of a latent-cause framework for understanding addiction phenomena
Computational models of addiction often rely on a model-free reinforcement learning (RL)
formulation, owing to the close associations between model-free RL, habitual behavior and …
formulation, owing to the close associations between model-free RL, habitual behavior and …
[HTML][HTML] A computational hypothesis for allostasis: delineation of substance dependence, conventional therapies, and alternative treatments
The allostatic theory of drug abuse describes the brain's reward system alterations as
substance misuse progresses. Neural adaptations arising from the reward system itself and …
substance misuse progresses. Neural adaptations arising from the reward system itself and …