A matter of craving-An archeology of relapse prevention in Swedish addiction treatment

Polyphonic narratives: The mixing of Alcoholics Anonymous and relapse prevention in stories about recovery and relapse

Aim: This exploratory study analyses the interplay between the treatment philosophies of Alcoholics Anonymous (AA) and Relapse Prevention (RP) in personal stories of addiction. While the basic ideas of AA and RP are compatible in many ways, they also carry some fundamental differences. Methods: The data consisted of interviews with 12 individuals recovering from substance use problems, who had experience of both AA and RP. The analysis drew on a dialogical narrative perspective, and the concept polyphony was used to shed light on the interplay between different treatment philosophies in personal stories of relapse. Findings: Although sometimes resulting in incoherence, the treatment philosophies were combined idiosyncratically, in ways that appeared productive for the participants' self-images and recovery journeys. Conclusion: The combination of AA and RP philosophies in narratives of relapse and recovery may reflect a new treatment discourse where individualisation and responsibilisation stand in a complicated relationship with collectivism and surrendering to so-called addicting processes.

Analysis of addiction craving onset through natural language processing of the online forum Reddit

AIMS

Alcohol cravings are considered a major factor in relapse among individuals with alcohol use disorder (AUD). This study aims to investigate the frequency and triggers of cravings in the daily lives of people with alcohol-related issues. Large amounts of data are analyzed with Artificial Intelligence (AI) methods to identify possible groupings and patterns.

METHODS

For the analysis, posts from the online forum "stopdrinking" on the Reddit platform were used as the dataset from April 2017 to April 2022. The posts were filtered for craving content and processed using the word2vec method to map them into a multi-dimensional vector space. Statistical analyses were conducted to calculate the nature and frequency of craving contexts and triggers (location, time, social environment, and emotions) using word similarity scores. Additionally, the themes of the craving-related posts were semantically grouped using a Latent Dirichlet Allocation (LDA) topic model. The accuracy of the results was evaluated using two manually created test datasets.

RESULTS

Approximately 16% of the forum posts discuss cravings. The number of craving-related posts decreases exponentially with the number of days since the author's last alcoholic drink. The topic model confirms that the majority of posts involve individual factors and triggers of cravings. The context analysis aligns with previous craving trigger findings related to the social environment, locations and emotions. Strong semantic craving similarities were found for the emotions boredom, stress and the location airport. The results for each method were successfully validated on test datasets.

CONCLUSIONS

This exploratory approach is the first to analyze alcohol cravings in the daily lives of over 24,000 individuals, providing a foundation for further AI-based craving analyses. The analysis confirms commonly known craving triggers and even discovers new important craving contexts.

Self-interpellation in narratives about craving: Multiple and unitary selves

The concept of addiction seeks to explain why people act contrary to their own best interest. At the centre stage of addiction discourse is craving, conceptualised as a strong urge to use substances. This article analyses how talk therapies such as relapse prevention and self-help groups shape identity constructions and understandings of craving among clients. Drawing upon interviews with individuals who have engaged in talk therapies in Sweden, we analyse how craving is made up through 'self-interpellation', that is, personal narratives about past, present or future thoughts, feelings and actions. The main 'self-interpellation' included multiple selves, where craving was elided by the true self and only felt by the inauthentic self. Less dominant were narratives which drew on a unitary self that remained stable over time and had to fight craving. The notion of multiple selves appeared as a master narrative that the participants were positioned by in their identity constructions. We conclude that this multiplicity seems ontologically demanding for people who try to recover from substance use problems. A demystification of craving, in which neither substance effects nor malfunctioning brains are blamed for seemingly irrational thoughts and actions, may reduce the stigmatisation of those who have developed habitual substance use.