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Recent advances in behavioral addiction treatments: focusing on mechanisms of change
Richard Longabaugh1, Molly Magill
1Brown Center for Alcohol and Addiction Studies, Department of Psychiatry and Human Behavior, Warren Alpert School of Medicine, Brown University, Providence, RI 02912, USA. richard_longabaugh@brown.edu
Abstract:
In the latter half of the 20th century, research on behavioral treatments for addictions aimed to develop and test effective treatments. Among the treatments found to be at least moderately effective, direct comparisons failed to reveal consistent superiority of one approach over another. This ubiquitous finding held true despite underlying theories that differed markedly in their proposed causal processes related to patient change. In the 21st century, the focus of treatment research is increasingly on how treatment works for whom rather than whether it works. Studies of active treatment ingredients and mechanisms of behavioral change, while promising, have yielded inconsistent results. Simple mediation analysis may need to be expanded via inclusion of models testing for moderated mediation, mediated moderation, and conditional indirect effects. Examples are offered as to how these more complex models can lead to increased understanding of the conditions under which specific treatment interventions will be effective and mechanisms of change operative in improving behavioral treatments for addictions.
Insights
Behavioral addiction treatments show similar effectiveness, prompting a shift to understanding *how* and *for whom* treatments work. More complex statistical models are needed to uncover these mechanisms for better addiction treatment strategies.
Area of Science:
- Addiction research
- Behavioral science
- Psychology
Background:
- 20th-century addiction research focused on developing and testing behavioral treatments.
- Direct comparisons of moderately effective treatments did not reveal consistent superiority of any single approach.
- Differing theoretical frameworks for patient change did not explain treatment outcome disparities.
Purpose of the Study:
- Shift focus from treatment efficacy ('whether it works') to understanding treatment mechanisms ('how it works for whom').
- Investigate active treatment ingredients and mechanisms of behavioral change in addiction.
- Explore advanced statistical models to better understand treatment effectiveness and patient change.
Main Methods:
- Review of 20th and 21st-century addiction treatment research.
- Analysis of studies examining treatment mechanisms and active ingredients.
- Proposal for expanded mediation analysis including moderated mediation and mediated moderation.
Main Results:
- Consistent findings of non-superiority across different behavioral addiction treatments.
- Inconsistent results from studies on active treatment ingredients and mechanisms.
- Identification of limitations in simple mediation analysis for complex treatment interactions.
Conclusions:
- Future addiction treatment research should prioritize understanding *how* and *for whom* interventions are effective.
- More complex statistical models (e.g., moderated mediation) are necessary to elucidate treatment mechanisms.
- Advanced modeling can enhance understanding of conditions for treatment effectiveness and mechanisms of change in addiction behavioral treatments.
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