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Meacham MC, Nobles AL, Bone C‘CB, Gilbert M, Thrul J. The Reddit cannabis subjective highness rating scale: Applying computational social science to explore psychological and environmental correlates of naturalistic cannabis use. PLoS One 2024; 19:e0300290. [PMID: 38917066 PMCID: PMC11198820 DOI: 10.1371/journal.pone.0300290] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2023] [Accepted: 02/24/2024] [Indexed: 06/27/2024] Open
Abstract
Social media data provide unprecedented access to discussions of active, naturalistic, and often real-time cannabis use in an era of cannabis policy liberalization. The aim of this study was to explore psychological and environmental correlates of cannabis effects by applying computational social science approaches to a large dataset of unprompted reports of naturalistic cannabis use with corresponding self-reported numerical ratings of subjective highness. Post title text was extracted via the Pushshift dataset from N = 328,865 posts to the r/trees Reddit community, where posters self-assess and disclose how high they feel on a scale from 1 to 10 (M = 6.9, SD = 1.8). Structural topic modelling and Linguistic Inquiry and Word Count (LIWC) dictionary-based approaches were applied to identify (1) frequently discussed topics and (2) text indicative of 5 psychological processes (affective, social, cognitive, perceptual, biological), respectively, as well as to examine relationships between subjective highness and (1) topic prevalence and (2) psychological process word counts. A 40-topic model was selected for interpretation based on semantic coherence and exclusivity. The most discussed topics in a 40-topic model were characterized by references to smoking places, social contexts, positive affect, cognitive states, as well as food and media consumed. In LIWC dictionary analyses, words mentioning affective, social, and cognitive processes were referenced more often than perceptual or body processes. Posters reported greater subjective highness when using language that referred to in-person social environments and lower subjective highness when using language that referred to online social environments and positive affect psychological states. This examination of unprompted online reports of naturalistic cannabis use identified textual content referring to affect and to other people as being associated with perceived effects of cannabis. These affective and social aspects of the cannabis use experience were salient to active posters in this online community and should be integrated into experience sampling methods and behavioral pharmacology research, as well as public health messaging.
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Affiliation(s)
- Meredith C. Meacham
- Department of Psychiatry and Behavioral Sciences, University of California San Francisco, San Francisco, California, United States of America
| | - Alicia L. Nobles
- Department of Medicine, University of California San Diego, San Diego, California, United States of America
| | - Carlton ‘CB’ Bone
- Department of Anthropology, Portland State University, Portland, Oregon, United States of America
| | | | - Johannes Thrul
- Department of Mental Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, Maryland, United States of America
- Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins University, Baltimore, Maryland, United States of America
- Centre for Alcohol Policy Research, La Trobe University, Melbourne, Australia
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Paoli L, Joseph Cox LT. Across the spectrum of legality: The market activities of influencers specialized in steroids and other performance and image enhancing drugs. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2024; 123:104246. [PMID: 37979285 DOI: 10.1016/j.drugpo.2023.104246] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2023] [Revised: 10/17/2023] [Accepted: 10/20/2023] [Indexed: 11/20/2023]
Abstract
BACKGROUND Like many other goods and services, performance and image enhancing drugs (PIEDs), and particularly androgenic anabolic steroids (AAS), are increasingly discussed and promoted by social media influencers. Little, however, is known about the influencers specialized in PIEDs and which drugs and services they promote and sell. AIMS Against this background, the study has been intended to identify prominent influencers specialized in PIEDs, examine the market activities they engage in, and assess the latter's legality. METHODS We first searched the clean internet to identify prominent PIED influencers. Second, we conducted a six-month-long, non-reactive digital ethnography of the social media accounts of 20 influencers and, via a content analysis, identified the market activities they engage in. Third, we assessed the latter's legality, primarily using the EU legislation as a benchmark. FINDINGS The selected influencers are all current or former bodybuilders, predominantly male and from the United States. Many of them have developed a considerable number of followers, in three cases exceeding one million. They engage in various market activities that span the whole spectrum of legality, from legal to illegal, with many activities having an uncertain, but often dubious, legal status. CONCLUSIONS Though they may promote harm reduction for some users, PIED influencers also promote the public acceptance of PIED use beyond the bodybuilding community and enhance access to PIEDs for millions of people. Multifaceted policy interventions are required, aiming at preventing influencers from becoming a major source of information on, and route of access to, PIEDs.
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Affiliation(s)
- Letizia Paoli
- Professor and Chair of the Department Criminal law and Criminology, KU Leuven Faculty of Law and Criminology, Tiensestraat 41, B3000 Leuven, Belgium.
| | - Luke Thomas Joseph Cox
- KU Leuven, Faculty of Movement and Rehabilitation Sciences, Tervuursevest 101 - box 1500, B3000 Leuven, Belgium
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Kruger DJ, Enghoff O, Herberholz M, Barron J, Boehnke KF. "How Do I Learn More About this?": Utilization and Trust of Psychedelic Information Sources Among People Naturalistically Using Psychedelics. J Psychoactive Drugs 2023; 55:631-639. [PMID: 37078418 DOI: 10.1080/02791072.2023.2201263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Revised: 02/27/2023] [Accepted: 03/30/2023] [Indexed: 04/21/2023]
Abstract
There is a surge of interest in psychedelics, including new stakeholders and greater media attention. There is a need to examine the information-seeking behavior of people using psychedelics naturalistically, given the importance of preparation and harm-reduction. We examined sources of information for people using psychedelics naturalistically, and the degree to which they are trusted in a large, anonymous, online survey (N = 1221). The most common source of participants' information on psychedelics was their own experimentation and experiences (79.52%). Most also sought information from Internet websites (61.67%), friends (61.02%), Internet discussion forums (57.08%), books (57%), and articles in peer-reviewed scientific journals (54.55%). Few sought information from their primary health care provider (4.83%). Articles published in scientific journals, psychedelic nonprofits, and researchers based in colleges or universities were the most trusted sources of psychedelic information. Government agencies and pharmaceutical companies were the least trusted. Few participants thought that the popular media accurately stated the benefits and risks of psychedelics and most thought that the popular media failed to distinguish between different types of psychedelics. Our results indicate a high level of information seeking among psychedelic users, with a diverse array of information sources typically outside of mainstream health and medical care systems.
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Affiliation(s)
- Daniel J Kruger
- Population Studies Center, University of Michigan, Ann Arbor, MI, USA
- Anesthesiology Department, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Oskar Enghoff
- Centre for Alcohol and Drug Research, Department of Psychology, Aarhus University, Aarhus, Denmark
| | | | - Julie Barron
- Blue Sage Health Consulting, Ann Arbor, MI, USA
- Michigan Psychedelic Society, Ann Arbor, MI, USA
- Decriminalize Nature Ann Arbor, Ann Arbor, MI, USA
| | - Kevin F Boehnke
- Anesthesiology Department, University of Michigan Medical School, Ann Arbor, MI, USA
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Liu K, Sun X, Zhou H. Big data sentiment analysis of business environment public perception based on LTP text classification --Take Heilongjiang province as an example. Heliyon 2023; 9:e20768. [PMID: 37860521 PMCID: PMC10582507 DOI: 10.1016/j.heliyon.2023.e20768] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2023] [Revised: 10/05/2023] [Accepted: 10/05/2023] [Indexed: 10/21/2023] Open
Abstract
At present, the research of business environment is limited to conducting surveys on specific groups or measuring data from official databases. The assessment of the business environment largely depends on public perception. Aiming to explore the public perception of business environment, this paper organically combines the big data text mining and sentiment analysis (SA). The results show that the combination of big data text mining and SA can reflect the theme characteristics, reduce the bias of sentiment and text analysis, and clearly show the public perception of the business environment. The empirical study found that the public perception of business environment depends on not only the four dimensions of business environment, but also the influence of public opinion that cannot be ignored. The public's low recognition of the business environment in Heilongjiang Province mainly includes backward economic development, serious brain drain, low government efficiency, imperfect policies, administrative law enforcement, regional climate and urban construction. In order to solve these problems, it is necessary to improve the high-standard market system to promote economic development, enhance the efficiency of government services, improve government policies, effectively enhance law enforcement, strengthen infrastructure construction and promote cultural innovation.
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Affiliation(s)
- Kan Liu
- School of Management, Harbin University of Commerce, Heilongjiang, 150028, China
| | - Xueying Sun
- School of Management, Harbin University of Commerce, Heilongjiang, 150028, China
| | - Hongrui Zhou
- School of Management, Harbin University of Commerce, Heilongjiang, 150028, China
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Rhodes T, Lancaster K. Early warnings and slow deaths: A sociology of outbreak and overdose. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2023; 117:104065. [PMID: 37229960 DOI: 10.1016/j.drugpo.2023.104065] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Revised: 05/04/2023] [Accepted: 05/06/2023] [Indexed: 05/27/2023]
Abstract
In this paper, we offer a sociological analysis of early warning and outbreak in the field of drug policy, focusing on opioid overdose. We trace how 'outbreak' is enacted as a rupturing event which enables rapid reflex responses of precautionary control, based largely on short-term and proximal early warning indicators. We make the case for an alternative view of early warning and outbreak. We argue that practices of detection and projection that help to materialise drug-related outbreaks are too focused on the proximal and short-term. Engaging with epidemiological and sociological work investigating epidemics of opioid overdose, we show how the short-termism and rapid reflex response of outbreak fails to appreciate the slow violent pasts of epidemics indicative of an ongoing need and care for structural and societal change. Accordingly, we gather together ideas of 'slow emergency' (Ben Anderson), 'slow death' (Lauren Berlant) and 'slow violence' (Rob Nixon), to re-assemble outbreaks in 'long view'. This locates opioid overdose in long-term attritional processes of deindustrialisation, pharmaceuticalisation, and other forms of structural violence, including the criminalisation and problematisation of people who use drugs. Outbreaks evolve in relation to their slow violent pasts. To ignore this can perpetuate harm. Attending to the social conditions that create the possibilities for outbreak invites early warning that goes 'beyond outbreak' and 'beyond epidemic' as generally configured.
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Affiliation(s)
- Tim Rhodes
- London School of Hygiene and Tropical Medicine, London, UK; University of New South Wales, Sydney, Australia.
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Cox L, Gibbs N, Turnock LA. “Emerging anabolic androgenic steroid markets; the prominence of social media”. DRUGS: EDUCATION, PREVENTION AND POLICY 2023. [DOI: 10.1080/09687637.2023.2176286] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/26/2023]
Affiliation(s)
- Luke Cox
- Faculty of Movement & Rehabilitation Sciences (FaBeR), KU Leuven, Leuven, Belgium
| | - Nick Gibbs
- Leeds Trinity University, Leeds, England
| | - Luke A Turnock
- School of Social and Political Sciences / College of Social Science, University of Lincoln, Lincoln, England
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Gibbs N, Piatkowski T. The Liver King Lie: Misrepresentation, justification, and public health implications. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2023; 114:103979. [PMID: 36841216 DOI: 10.1016/j.drugpo.2023.103979] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Revised: 01/23/2023] [Accepted: 02/13/2023] [Indexed: 02/26/2023]
Abstract
It is well-established that performance and image enhancing drugs (PIEDs) are effective in increasing muscle mass and strength. PIEDs are unique in that, while harm may result from use, there is little evidence of widespread individual or social harm comparable with other illicit substances. However, given the rapid growth of the online health and fitness industry, the digital consumption of hardcore fitness content represents a space ripe for indirect harms. A poignant example of this trend among the digital health and fitness community is the contestation around 'fake natty' users, who falsely claim to not use PIEDs. The non-disclosure of use has the potential to give individuals who are not enhanced the false impression that they too can achieve a bodily ideal which is similar, potentially resulting in psychological distress and risky behaviours. In this commentary, we discuss this harmful phenomenon using the case study of the fitness influencer Brian Johnson, more commonly known as Liver King. Employing a psycho-criminological lens, we use Social Identity Theories to understand the 'Primal' identity, before unpacking Johnson's disavowal of his PIED consumption through Sykes and Matza's (1957) techniques of neutralization. We conclude with an overview of the harms surrounding fake natural influencers and cognitive dissonance, before attempting to map a path towards emic harm reduction in collaboration with the digital fitness community.
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Affiliation(s)
- Nicholas Gibbs
- Department of Social Sciences, Northumbria University, Newcastle-upon-Tyne, England
| | - Timothy Piatkowski
- School of Applied Psychology, Griffith University, Gold Coast, QLD, Australia.
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Psychedelic discourses: A qualitative study of discussions in a Danish online forum. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2023; 112:103945. [PMID: 36669238 DOI: 10.1016/j.drugpo.2022.103945] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 12/11/2022] [Accepted: 12/15/2022] [Indexed: 01/20/2023]
Abstract
BACKGROUND This study focuses on user-perspectives related to norms, beliefs and practices concerning psychedelic substances as they are articulated in a Danish online forum. The study combines an interest in online drug research with a focus on discourse analysis to account for the dialectical relationship between individual and shared knowledge regarding the use and meaning of psychedelics. METHODS A total of 1,865 posts from 154 threads of online discussion were coded and analyzed thematically, inspired by a socio-cognitive approach to the study of discourse. All topics were arranged into 54 categories which were further analyzed to map recurring patterns in the construction of meaning resulting in a limited number of dominant discourses. RESULTS Five dominant discourses were identified: the recreational, the therapeutic, the spiritual, the scientific and the performance discourse. We suggest that these discourses can be seen as the available frameworks which forum users draw upon and reproduce when they describe, discuss, and negotiate their understandings and uses of psychedelics. CONCLUSION This study demonstrates the importance of having a nuanced approach to user perceptions. Future drug policy and practice development should take these nuances into account and expect significant variation in the motives and modalities of the use of psychedelics.
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MacLean SJ, Riddell O, Herold MD, Frank VA. Becoming a nitrous oxide user on social media: Learning to maximise pleasures and minimise harms. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2022; 109:103861. [PMID: 36162207 DOI: 10.1016/j.drugpo.2022.103861] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Revised: 08/16/2022] [Accepted: 09/13/2022] [Indexed: 11/24/2022]
Abstract
BACKGROUND In his classic work 'Becoming a marihuana user', Howard Becker (1953) showed how drug use learning occurred in social interactions and settings, which in turn shape drug use. Today, social media offers people opportunities to learn about drugs without physical proximity. In this paper, we identify nitrous oxide (N2O) users' key concerns about how to maximise pleasures and minimise harms, as expressed on the social media platform Reddit. In doing so, we consider what learning about N2O online might mean for the provision of drug education in an era of internet technology. METHOD Data are drawn from a Reddit page (subreddit) dedicated to N2O use. We undertook thematic analysis of 655 threads contributed in late-2020. The subreddit is conceptualised as an internet-mediated social world that constitutes drug user knowledges, practices and identities, rather than simply reflecting them. RESULTS Our analysis uncovers practices not previously been reported in academic literature or health information on N2O, such as breathing techniques to maximise the effects and use of filters to reduce exposure to oil residue. While education resources often describe effects as 'mild', users recounted intense pleasures including euphoria, anaesthesia, sensory distortion, hallucination and epiphanies, especially when N2O was used with other drugs. Subreddit members were deeply concerned to minimise the risk of harms. Yet official health advice regarding N2O was not referenced, some misinterpretation of scientific literature was apparent and drug treatment was almost never suggested when people recounted harms. CONCLUSION In contrast to official health resources, the subreddit offers members practical advice on harm reduction. It provides opportunities for users of N2O to position themselves as playful, informed and caring curators of drug use pleasures. We highlight the need for those formulating drug education to engage with the knowledge, practices and identities that emerge within internet-mediated social worlds.
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Affiliation(s)
- Sarah J MacLean
- Centre for Alcohol Policy Research, La Trobe University, Bundoora, Victoria, 3083, Australia; School of Allied Health, Human Services and Sport, La Trobe University, Bundoora, Victoria, 3083, Australia.
| | - Oscar Riddell
- School of Allied Health, Human Services and Sport, La Trobe University, Bundoora, Victoria, 3083, Australia
| | - Maria Dich Herold
- Center for Alcohol and Drug Research, Aarhus University, Bartholins Alle 10, 3. Aarhus C, 8000, Denmark
| | - Vibeke Asmussen Frank
- Center for Alcohol and Drug Research, Aarhus University, Bartholins Alle 10, 3. Aarhus C, 8000, Denmark
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Axelsson MAB, Lövgren H, Kronstrand R, Green H, Bergström MA. Retrospective identification of new psychoactive substances in patient samples submitted for clinical drug analysis. Basic Clin Pharmacol Toxicol 2022; 131:420-434. [PMID: 36028947 DOI: 10.1111/bcpt.13786] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2022] [Revised: 08/22/2022] [Accepted: 08/25/2022] [Indexed: 11/30/2022]
Abstract
New psychoactive substances (NPS) are life-threatening through unpredictable toxicity and limited analytical options for clinicians. We present the retrospective identification of NPS in raw data from a liquid chromatography-high resolution mass spectrometry (LC-HRMS) based multidrug panel analysis on 14,367 clinical oral fluid samples requested during 2019 mainly by psychiatric and addiction care clinics. Retrospectively analysed NPS included 48 notified originally in 2019 by the European Union Early Warning System (EU-EWS) and 28 frequently reported in Sweden. Of 88 included NPS, 34 (mitragynine, flualprazolam, 3F/4F-α-P(i)HP, etizolam, 4F-MDMB-BINACA, cyproheptadine, 5F-MDMB-PICA, isotonitazene, isohexedrone, MDPEP, N-ethylpentedrone, tianeptine, flubromazolam, 4'-methylhexedrone, α-P(i)HP, eutylone, mephedrone, N-ethylhexedrone, 5F-MDMB-PINACA, ADB-BUTINACA, 3-methoxy PCP, 4F-furanylfentanyl, 4F-isobuturylfentanyl, acrylfentanyl, furanylfentanyl, clonazolam, norfludiazepam, 3F-phenmetrazine, 3-MMC, 4-methylpentedrone, BMDP, ethylphenidate, methylone, α-PVP) were identified as 219 findings in 84 patients. Eight NPS notified in 2019 were identified, five before EWS release. NPS occurred in 1.20% of all samples and 1.53% of samples containing traditional drugs, and in 1.87% of all patients and 2.88% of patients using traditional drugs. NPS use was more common in men and polydrug users. Legal (not scheduled) NPS were more used than comparable illegal ones. Retrospective identification could be useful when prioritizing NPS for clinical routine analysis and when studying NPS epidemiology.
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Affiliation(s)
- Magnus A B Axelsson
- Laboratory of Clinical Chemistry, Sahlgrenska University Hospital, Gothenburg, Sweden.,Department of Laboratory Medicine, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Hanna Lövgren
- Laboratory of Clinical Chemistry, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Robert Kronstrand
- Division of Clinical Chemistry and Pharmacology, Department of Biomedical and Clinical Sciences, Faculty of Medicine, Linköping University, Linköping, Sweden.,Department of Forensic Genetics and Forensic Toxicology, National Board of Forensic Medicine, Linköping, Sweden
| | - Henrik Green
- Division of Clinical Chemistry and Pharmacology, Department of Biomedical and Clinical Sciences, Faculty of Medicine, Linköping University, Linköping, Sweden.,Department of Forensic Genetics and Forensic Toxicology, National Board of Forensic Medicine, Linköping, Sweden
| | - Moa Andresen Bergström
- Laboratory of Clinical Chemistry, Sahlgrenska University Hospital, Gothenburg, Sweden.,Department of Laboratory Medicine, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
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Tiberg F, Nordgren J. Ordinary people, criminals, addicts and recreational users: Swedish court of law descriptions of persons sentenced for online drug purchases. NORDIC STUDIES ON ALCOHOL AND DRUGS 2022; 39:225-239. [PMID: 35720522 PMCID: PMC9152228 DOI: 10.1177/14550725221079524] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2020] [Accepted: 01/25/2022] [Indexed: 11/15/2022] Open
Abstract
Background: The aim of this study was to analyze how Swedish courts describe persons sentenced for purchasing illicit drugs online. Methods: Qualitative analysis of naturally occurring data through 201 sentences that included 248 individuals sentenced for having purchased drugs online between January 1 2010 and January 1 2020. Results: The analysis resulted in the construction of four ideal types regarding the described characteristics of the sentenced persons; the ordinary person, the recreational user, the addict and the criminal. The courts operate with a notable dichotomy between traditional drug markets and online drug markets, that can be understood in relation to descriptions of Bourdieusian capital forms, specifically street capital and digital capital. Conclusion: Descriptions relating to street capital were of larger interest to the courts compared to digital capital, although there were examples of when the courts argued that uses of digital capital should be viewed as an aggravating circumstance. The courts largely held a dichotomous view of online and offline drug markets that focus on street-based criminality, which may have implications for how emerging digital drug markets are responded to by drug law enforcement and judicial systems.
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Thal S, Engel LB, Bright SJ. Presence, Trust, and Empathy: Preferred Characteristics of Psychedelic Carers. JOURNAL OF HUMANISTIC PSYCHOLOGY 2022. [DOI: 10.1177/00221678221081380] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Research into psychedelic-assisted psychotherapy (PAP) is rapidly increasing with best practice guidelines being continuously updated. Yet the key principals of such guidelines are based on evidence accumulated during earlier research into these treatments and trans-disciplinary psychotherapeutic knowledge. One area of practice-based evidence that has not been considered is that accumulated by people who use psychedelics (PWUP) outside of clinical contexts. We conducted a thematic analysis of 403 posts on two online discussion forums with the aim of gathering information regarding the preferences of PWUP for characteristics they value in their carers in nonclinical contexts. We found three key distinct characteristics that PWUP preferred among their carers: presence, trust, and empathy. The characteristics were often consistent with the existing literature on PAP, though at times extended current understandings of key characteristics of PAP therapists, with the notion of carers being able to “hold space” during the psychedelic experience seen as an integral component of effective therapeutic outcomes that deserves more attention. Data obtained from PWUP in nonclinical contexts can be used to triangulate existing principles contained within PAP treatment guidelines and identify areas for further investigation.
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Munksgaard R, Tzanetakis M. Uncertainty and risk: A framework for understanding pricing in online drug markets. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2022; 101:103535. [PMID: 34902806 DOI: 10.1016/j.drugpo.2021.103535] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2021] [Revised: 10/16/2021] [Accepted: 11/11/2021] [Indexed: 01/27/2023]
Abstract
BACKGROUND The pricing of illicit drugs is typically approached within the risks and prices framework. Recent sociological and economic studies of prices in online drug markets have stressed the centrality of reputation for price formation. In this paper, we propose an account of price formation that is based on the risks and prices framework, but also incorporates internal social organization to explain price variation. We assess the model empirically, and extend the current empirical literature by including payment methods and informal ranking as influences on drug pricing. METHODS We apply our model to estimate the prices of cannabis, cocaine, and heroin in two online drug markets, cryptomarkets (n = 92.246). Using multilevel linear regression, we assess the influence of product qualities, reputation, payment methods, and informal ranking on price formation. RESULTS We observe extensive quantity discounts varying across substances and countries, and find premia and discounts associated with product qualities. We find evidence of payment method price adjustment, but contrary to expectation we observe conflicting evidence concerning reputation and status. We assess the robustness of our findings concerning reputation by comparing our model to previous approaches and alternative specifications. CONCLUSION We contribute to an emerging economic sociological approach to the study illicit markets by developing an account of price formation that incorporates cybercrime scholarship and the risks and prices framework. We find that prices in online drug markets reflect both external institutional constraint and internal social processes that reduce uncertainty.
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Affiliation(s)
- Rasmus Munksgaard
- Aalborg University, Department of Sociology and Social Work, Fibigerstræde 13, 9220 Aalborg Ø, Denmark.
| | - Meropi Tzanetakis
- University of Vienna, Department of Political Science, Universitätsstr. 7, 1010, Vienna, Austria; University of Innsbruck, Institute for the Sociology of Law and Criminology, Museumstraße 5/12, 1070, Vienna, Austria
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Meacham MC, Nobles AL, Tompkins DA, Thrul J. "I got a bunch of weed to help me through the withdrawals": Naturalistic cannabis use reported in online opioid and opioid recovery community discussion forums. PLoS One 2022; 17:e0263583. [PMID: 35134074 PMCID: PMC8824349 DOI: 10.1371/journal.pone.0263583] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Accepted: 01/21/2022] [Indexed: 11/23/2022] Open
Abstract
A growing body of research has reported on the potential opioid-sparing effects of cannabis and cannabinoids, but less is known about specific mechanisms. The present research examines cannabis-related posts in two large online communities on the Reddit platform (“subreddits”) to compare mentions of naturalistic cannabis use by persons self-identifying as actively using opioids versus persons in recovery. We extracted all posts mentioning cannabis-related keywords (e.g., “weed”, “cannabis”, “marijuana”) from December 2015 through August 2019 from an opioid use subreddit and an opioid recovery subreddit. To investigate how cannabis is discussed at-scale, we identified and compared the most frequent phrases in cannabis-related posts in each subreddit using term-frequency-inverse document frequency (TF-IDF) weighting. To contextualize these findings, we also conducted a qualitative content analysis of 200 random posts (100 from each subreddit). Cannabis-related posts were about twice as prevalent in the recovery subreddit (n = 908; 5.4% of 16,791 posts) than in the active opioid use subreddit (n = 4,224; 2.6% of 159,994 posts, p < .001). The most frequent phrases from the recovery subreddit referred to time without using opioids and the possibility of using cannabis as a “treatment.” The most frequent phrases from the opioid subreddit referred to concurrent use of cannabis and opioids. The most common motivations for using cannabis were to manage opioid withdrawal symptoms in the recovery subreddit, often in conjunction with anti-anxiety and GI-distress “comfort meds,” and to enhance the “high” when used in combination with opioids in the opioid subreddit. Despite limitations in generalizability from pseudonymous online posts, this examination of reports of naturalistic cannabis use in relation to opioid use identified withdrawal symptom management as a common motivation. Future research is warranted with more structured assessments that examines the role of cannabis and cannabinoids in addressing both somatic and affective symptoms of opioid withdrawal.
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Affiliation(s)
- Meredith C. Meacham
- Department of Psychiatry and Behavioral Sciences, University of California San Francisco, San Francisco, CA, United States of America
- * E-mail:
| | - Alicia L. Nobles
- Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California San Diego, San Diego, CA, United States of America
| | - D. Andrew Tompkins
- Department of Psychiatry and Behavioral Sciences, University of California San Francisco, San Francisco, CA, United States of America
| | - Johannes Thrul
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States of America
- Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins, Baltimore, MD, United States of America
- Centre for Alcohol Policy Research, La Trobe University, Melbourne, Australia
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15
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Gage SH, Brewer G, Steen M, Lyons M. Living with Drug Use and Addiction during the COVID-19 Pandemic. Subst Use Misuse 2022; 57:1504-1510. [PMID: 35787226 DOI: 10.1080/10826084.2022.2086695] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
Objectives: The present study aimed to investigate the lived experience of drug use and addiction during the COVID-19 pandemic. Methods: We analyzed 100 online forum (Reddit) posts discussing personal experiences of people who use drugs (PWUD) during the COVID-19 pandemic. Data were analyzed using inductive thematic analysis. Results: Seven themes were identified from the data: (i) Access to Illicit Drugs, (ii) Access and Adherence to Prescription Drugs and Treatment, (iii) Pandemic Specific Stressors, (iv) Boredom and Lack of Responsibility, (v) Disruption to Coping Strategies, (vi) Limited Formal Support, and (vii) Lockdown as an Opportunity. Conclusions: COVID-19 has had a considerable impact on PWUD, affecting their access to illicit and prescription drugs and exposing them to triggers such as stress and boredom. Though the pandemic negatively impacted on existing coping strategies and access to formal support services, a minority of PWUD viewed lockdown and quarantine as an opportunity to lower or stop their substance use.
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Affiliation(s)
- Suzanne H Gage
- Department of Psychology, University of Liverpool, Liverpool, UK
| | - Gayle Brewer
- Department of Psychology, University of Liverpool, Liverpool, UK
| | - Miriam Steen
- Department of Psychology, University of Liverpool, Liverpool, UK
| | - Minna Lyons
- Department of Psychology, Liverpool John Moores University, Liverpool, UK
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Ruelens A. Analyzing user-generated content using natural language processing: a case study of public satisfaction with healthcare systems. JOURNAL OF COMPUTATIONAL SOCIAL SCIENCE 2022; 5:731-749. [PMID: 34729442 PMCID: PMC8554184 DOI: 10.1007/s42001-021-00148-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/06/2020] [Accepted: 10/06/2021] [Indexed: 05/21/2023]
Abstract
While user-generated online content (UGC) is increasingly available, public opinion studies are yet to fully exploit the abundance and richness of online data. This study contributes to the practical knowledge of user-generated online content and machine learning techniques that can be used for the analysis of UGC. For this purpose, we explore the potential of user-generated content and present an application of natural language pre-processing, text mining and sentiment analysis to the question of public satisfaction with healthcare systems. Concretely, we analyze 634 online comments reflecting attitudes towards healthcare services in different countries. Our analysis identifies the frequency of topics related to healthcare services in textual content of the comments and attempts to classify and rank national healthcare systems based on the respondents' sentiment scores. In this paper, we describe our approach, summarize our main findings, and compare them with the results from cross-national surveys. Finally, we outline the typical limitations inherent in the analysis of user-generated online content and suggest avenues for future research.
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Affiliation(s)
- Anna Ruelens
- Research Institute for Work and Society, University of Leuven, Parkstraat 47, Box 5300, 3000 Leuven, Belgium
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17
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Scheibein F, Donnelly W, Wells JS. Assessing open science and citizen science in addictions and substance use research: A scoping review. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2021; 100:103505. [PMID: 34753045 DOI: 10.1016/j.drugpo.2021.103505] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2020] [Revised: 08/09/2021] [Accepted: 10/04/2021] [Indexed: 10/19/2022]
Abstract
BACKGROUND The EU promotes 'Open Science' as a public good. Complementary to its implementation is Citizen Science, which redefines the relationship between the scientific community, civic society and the individual. Open Science and Citizen Science poses challenges for the substance use and addictions research community but may provide positive opportunities for future European addiction research. This paper explores both current barriers and potential facilitators for the implementation of Open Science and Citizen Science in substance use and addictions research. METHODOLOGY A scoping review was used to examine barriers and facilitators identified in the substance use and addiction research literature for the adoption of Open Science and Citizen Science. RESULTS 'Technical' facilitators included the pre-registration of study protocols; publication of open-source datasets; open peer review and online tools. 'Motivational' facilitators included enhanced reputation; embracing co-creation; engaged citizenship and gamification. 'Economic' facilitators included the use of free tools and balanced remuneration of crowdworkers. 'Political' facilitators included better informed debates through the 'triple helix' approach and trust-generating transparency. 'Legal' facilitators included epidemiologically informed law enforcement; better policy surveillance and the validation of other datasets. 'Ethical' facilitators included the 'democratisation of science' and opportunities to explore new concepts of ethics in addiction research. CONCLUSION Open Science and Citizen Science in substance use and addictions research may provide a range of benefits in relation to the democratisation of science; transparency; efficiency and the reliability/validity of data. However, its implementation raises a range of research integrity and ethical issues that need be considered. These include issues related to participant recruitment; privacy; confidentiality; security; cost and industry involvement. Progressive journal policies to support Open Science practices; a shift in researcher norms; the use of free tools and the greater availability of methodological and ethical standards are likely to increase adoption in the field.
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Affiliation(s)
- Florian Scheibein
- School of Health Sciences, Waterford Institute of Technology, Cork Road, Waterford, Co. Waterford, Ireland.
| | - William Donnelly
- Office of the President, Waterford Institute of Technology, Cork Road, Waterford, Co. Waterford, Ireland
| | - John Sg Wells
- School of Health Sciences, Waterford Institute of Technology, Cork Road, Waterford, Co. Waterford, Ireland
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18
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Futures-oriented drugs policy research: Events, trends, and speculating on what might become. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2021; 94:103332. [PMID: 34148724 DOI: 10.1016/j.drugpo.2021.103332] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Revised: 05/27/2021] [Accepted: 05/28/2021] [Indexed: 12/12/2022]
Abstract
One concern in the field of drugs policy is how to make research more futures-oriented. Tracing trends and events with the potential to alter drug futures are seen as ways of becoming more prepared. This challenge is made complex in fast evolving drug markets which entangle with shifting social and material relations at global scale. In this analysis, we argue that drugs policy research orientates to detection and discovery based on the recent past. This narrows future-oriented analyses to the predictable and probable, imagined as extensions of the immediate and local present. We call for a more speculative approach; one which extends beyond the proximal, and one which orientates to possibilities rather than probabilities. Drawing on ideas on speculation from science and technology and futures studies, we argue that speculative research holds potential for more radical alterations in drugs policy. We encourage research approaches which not only valorise knowing in relation to what might happen but which conduct experiments on what could be. Accordingly, we trace how speculative research makes a difference by altering the present through making deliberative interventions on alternative policy options, including policy scenarios which make a radical break with the present. We look specifically at the 'Big Event' and 'Mega Trend' as devices of speculative intervention in futures-oriented drugs policy research. We illustrate how the device of Mega Trend helps to trace as well as to speculate on some of the entangling elements affecting drug futures, including in relation to climate, environment, development, population, drug production, digitalisation, biotechnology, policy and discourse.
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Krawczyk N, Bunting AM, Frank D, Arshonsky J, Gu Y, Friedman SR, Bragg MA. "How will I get my next week's script?" Reactions of Reddit opioid forum users to changes in treatment access in the early months of the coronavirus pandemic. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2021; 92:103140. [PMID: 33558165 DOI: 10.1016/j.drugpo.2021.103140] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2020] [Revised: 01/19/2021] [Accepted: 01/21/2021] [Indexed: 01/02/2023]
Abstract
BACKGROUND The COVID-19 pandemic poses significant challenges to people with opioid use disorder (OUD). As localities enforce lockdowns and pass emergency OUD treatment regulations, questions arise about how these changes will affect access and retention in care. In this study, we explore the influence of COVID-19 on access to, experiences with, and motivations for OUD treatment through a qualitative analysis of public discussion forums on Reddit. METHODS We collected data from Reddit, a free and international online platform dedicated to public discussions and user-generated content. We extracted 1000 of the most recent posts uploaded between March 5th and May 13th, 2020 from each of the two most popular opioid subreddits "r/Opiates" and "r/OpiatesRecovery" (total 2000). We reviewed posts for relevance to COVID-19 and opioid use and coded content using a hybrid inductive-deductive approach. Thematic analysis identified common themes related to study questions of interest. RESULTS Of 2000 posts reviewed, 300 (15%) discussed topics related to the intersection of opioid use and COVID-19. Five major themes related to OUD treatment were identified: Concern about closure of OUD treatment services; transition to telehealth and virtual care; methadone treatment requirements and increased exposure to COVID-19; reactions to changing regulations on medications for OUD; and influences of the pandemic on treatment motivation and progress. CONCLUSION In the face of unprecedented challenges due to COVID-19, reactions of Reddit opioid forum users ranged from increased distress in accessing and sustaining treatment, to encouragement surrounding new modes of treatment and opportunities to engage in care. New and less restrictive avenues for treatment were welcomed by many, but questions remain about how new norms and policy changes will be sustained beyond this pandemic and impact OUD treatment access and outcomes long-term.
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Affiliation(s)
- Noa Krawczyk
- Center for Opioid Epidemiology and Policy, Department of Population Health, NYU Grossman School of Medicine, 180 Madison Ave, New York NY, 10016, USA.
| | - Amanda M Bunting
- Section on Tobacco, Alcohol, & Drug Use, Department of Population Health, NYU Grossman School of Medicine, 180 Madison Ave, New York NY, 10016, USA
| | - David Frank
- Behavioral Science Training in Drug Abuse Research, NYU Rory Meyers College of Nursing, 433 1st Avenue, New York, NY 10010, USA
| | - Joshua Arshonsky
- Section on Health Choice, Policy, and Evaluation, Department of Population Health, NYU Grossman School of Medicine, 180 Madison Ave, New York NY, 10016, USA
| | - Yuanqi Gu
- Department of Public Health Nutrition, NYU School of Global Public Health, 26 Broadway, New York, NY 10012, USA
| | - Samuel R Friedman
- Center for Opioid Epidemiology and Policy, Department of Population Health, NYU Grossman School of Medicine, 180 Madison Ave, New York NY, 10016, USA
| | - Marie A Bragg
- Section on Health Choice, Policy, and Evaluation, Department of Population Health, NYU Grossman School of Medicine, 180 Madison Ave, New York NY, 10016, USA; Department of Public Health Nutrition, NYU School of Global Public Health, 26 Broadway, New York, NY 10012, USA
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20
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Moeller K, Svensson B, Munksgaard R. Fentanyl analogs on the Swedish webforum flashback: Interest and impact of scheduling. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2020; 87:103013. [PMID: 33181448 DOI: 10.1016/j.drugpo.2020.103013] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Revised: 10/11/2020] [Accepted: 10/13/2020] [Indexed: 01/19/2023]
Abstract
BACKGROUND Sweden regulates new psychoactive substances, including fentanyl analogs, individually. This reactive scheduling procedure enabled the existence of a recreational market for unscheduled fentanyl analogs sold from surface webshops. We measure the interest in 24 named fentanyl analogs and the impact of scheduling. METHODS We scraped posts in threads on named fentanyl analogs from the Swedish internet forum Flashback.org, 2012-2019. The sample consists of 24 threads with a total of 8761 posts. We construct five measures of interest based on duration of threads, number of posts, and number of distinct posters, and fit a non-seasonal ARMA model to test if there was a change in mean activity after scheduling. RESULTS Across the five measures, there was most interest in acryl fentanyl, butyr fentanyl, and acetyl fentanyl. The number of daily posts was significantly reduced in nine out of 13 threads after scheduling. CONCLUSION The scheduling of fentanyl analogs impacted interest on Flashback.org. The biggest effect sizes were from the narcotics scheduling of 2-Me-MAF, acryl, and acetyl fentanyl, while furanyl fentanyl saw the biggest reduction after health scheduling. The reductions were bigger for narcotics scheduling compared to health scheduling.
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Affiliation(s)
- Kim Moeller
- Department of Criminology, Malmö University, Sweden.
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21
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Barber M, Gardner J, Savic M, Carter A. Ibogaine therapy for addiction: Consumer views from online fora. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2020; 83:102857. [PMID: 32693321 DOI: 10.1016/j.drugpo.2020.102857] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2020] [Revised: 07/12/2020] [Accepted: 07/13/2020] [Indexed: 11/28/2022]
Abstract
Background Ibogaine is a psychedelic drug used by for-profit clinics and lay-people to treat addiction, despite some reported fatalities and a lack of rigorous clinical research. Little is known about ibogaine therapy from a consumer perspective. Online discussions generate and disseminate information about ibogaine therapy and provide a window into how people understand ibogaine's risks and uses. We examined views expressed in online fora in order to describe a consumer perspective of ibogaine therapy for addiction, and to elucidate the role of online fora in mediating people's understanding of, and engagement with ibogaine. Methods We thematically analysed 40 threads comprising posts from 101 individual contributors from two popular online fora; Reddit (n = 20) and Drugs Forum (n = 20). Results Our analysis identified three primary themes: (1) online fora as a resource for do-it-yourself research; (2) the therapeutic interaction in ibogaine therapy, and; (3) therapeutic mechanisms of ibogaine. Online fora were a key resource for information about ibogaine therapy, where personal experiences and evidence-based information were valued. Treatment arrangements, risks, and harm reduction were discussed at length by forum participants. Discussions of therapeutic effects focused on pharmacological mechanisms but positive psychological changes resulting from the psychedelic experience were also reported. Clinic-based treatment was preferred by many forum participants due to safety concerns, but money and time and treatment intent sometimes necessitated lay-administration of ibogaine. Microdosing of ibogaine was also frequently discussed. Conclusion: Online fora appear to have facilitated a sense of community where individuals are held to account for the success of ibogaine therapy. Fora discussions illustrate that neuroscientific explanations of addiction and behaviour have explanatory salience for people involved in ibogaine therapy. Online fora could be used as a platform for clinician and peer-led support and harm-reduction interventions, and for further research monitoring treatment practices and long-term outcomes.
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Affiliation(s)
- Michaela Barber
- Turner Institute for Brain and Mental Health, Faculty of Medicine, Nursing and Health Sciences, Monash University, Melbourne, Australia.
| | - John Gardner
- School of Social Sciences, Faculty of Arts, Monash University, Melbourne, Australia
| | - Michael Savic
- Eastern Health Clinical School, Monash University; and Turning Point, Eastern Health, Melbourne, Australia
| | - Adrian Carter
- Turner Institute for Brain and Mental Health, Faculty of Medicine, Nursing and Health Sciences, Monash University, Melbourne, Australia
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22
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Frude E, McKay FH, Dunn M. A focused netnographic study exploring experiences associated with counterfeit and contaminated anabolic-androgenic steroids. Harm Reduct J 2020; 17:42. [PMID: 32532347 PMCID: PMC7291737 DOI: 10.1186/s12954-020-00387-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2020] [Accepted: 06/03/2020] [Indexed: 02/17/2023] Open
Abstract
Background A primary consequence of illicit drug markets and the absence of regulation is the variable quality or purity of the final product. Analysis of anabolic-androgenic steroid seizures shows that these products can contain adulterated products, product not included on the label, or product of unsatisfactory standard. While the potential negative effects of counterfeit anabolic-androgenic steroids (AAS) use is a recognised risk associated with use, no study has explored personal experiences associated with use. The aim of the present study was to use online discussion forums to investigate and explore the experiences associated with the purchase and consumption of counterfeit AAS among consumers. Methods An online search was conducted to identify online forums that discussed counterfeit or contaminated AAS; three were deemed suitable for the study. The primary source of data for this study was the ‘threads’ from these online forums, identified using search terms including ‘counterfeit’, ‘tampered’, and ‘fake’. Threads were thematically analysed for overall content, leading to the identification of themes. Results Data from 134 threads (2743 posts from 875 unique avatars) was included. Two main themes were identified from the analysis: (1) experiences with counterfeit product and (2) harms and benefits associated with counterfeit product. Conclusions The use of counterfeit or contaminated substances represents a public health concern. Those who report using performance and image enhancing drugs such as AAS for non-medical purposes report consuming these substances and experiencing harm as a result. Consumers take steps to limit coming into contact with counterfeit or contaminated product, though recognise that many of these have limitations. The implementation of accessible drug safety checking services may provide an opportunity to provide consumers with information to assist them with making healthier choices.
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Affiliation(s)
- Evelyn Frude
- School of Health and Social Development, Deakin University, Geelong Waterfront Campus, Locked Bag 20000, Geelong, Victoria, 3220, Australia
| | - Fiona H McKay
- School of Health and Social Development, Deakin University, Geelong Waterfront Campus, Locked Bag 20000, Geelong, Victoria, 3220, Australia
| | - Matthew Dunn
- School of Health and Social Development, Deakin University, Geelong Waterfront Campus, Locked Bag 20000, Geelong, Victoria, 3220, Australia. .,National Drug and Alcohol Research Centre, University of New South Wales, Sydney, New South Wales, Australia.
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Tran T, Kavuluru R. Social media surveillance for perceived therapeutic effects of cannabidiol (CBD) products. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2020; 77:102688. [PMID: 32092666 DOI: 10.1016/j.drugpo.2020.102688] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2019] [Revised: 01/06/2020] [Accepted: 01/24/2020] [Indexed: 01/03/2023]
Abstract
BACKGROUND CBD products have risen in popularity given CBD's therapeutic potential and lack of legal oversight, despite lacking conclusive scientific evidence for widespread over-the-counter usage for many of its perceived benefits. While medical evidence is being generated, social media surveillance offers a fast and inexpensive alternative to traditional surveys in ascertaining perceived therapeutic purposes and modes of consumption for CBD products. METHODS We collected all comments from the CBD subreddit posted between January 1 and April 30, 2019 as well as comments submitted to the FDA regarding regulation of cannabis-derived products and analyzed them using a rule-based language processing method. A relative ranking of popular therapeutic uses and product groups for CBD is obtained based on frequency of pattern matches including precise queries that entail identifying mentions of the condition, a CBD product, and some "trigger" phrase indicating therapeutic use. We validated the social media-based findings using a similar analysis on comments to the U.S. Food and Drug Administration's (FDA) 2019 request-for-comments on cannabis-derived products. RESULTS CBD is mostly discussed as a remedy for anxiety disorders and pain and this is consistent across both comment sources. Of comments posted to the CBD subreddit during the monitored time span, 6.19% mentioned anxiety at least once with at least 6.02% of these comments specifically mentioning CBD as a treatment for anxiety (i.e., 0.37% of total comments). The most popular CBD product group is oil and tinctures. CONCLUSION Social media surveillance of CBD usage has the potential to surface new therapeutic use-cases as they are posted. Contemporary social media data indicate, for example, that stress and nausea are frequently mentioned as therapeutic use cases for CBD without corresponding evidence, that affirms or denies, in the research literature. However, the abundance of anecdotal claims warrants serious scientific exploration moving forward. Meanwhile, as FDA ponders regulation, our effort demonstrates that social data offers a convenient affordance to surveil for CBD usage patterns in a way that is fast and inexpensive and can inform conventional electronic surveys.
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Affiliation(s)
- Tung Tran
- Department of Computer Science, University of Kentucky, USA.
| | - Ramakanth Kavuluru
- Division of Biomedical Informatics, Department of Internal Medicine, Department of Computer Science, University of Kentucky, USA.
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Childs A, Coomber R, Bull M, Barratt MJ. Evolving and Diversifying Selling Practices on Drug Cryptomarkets: An Exploration of Off-Platform “Direct Dealing”. JOURNAL OF DRUG ISSUES 2020. [DOI: 10.1177/0022042619897425] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
This is the first study to explore how cryptomarket actors are increasingly adopting encrypted messaging applications to “ direct deal” beyond the provided platforms, to obviate the protocols of cryptomarkets, and to diversify the communication experience of drug buying via the dark net. Drawing on 965 forum posts discussing encrypted messaging applications, results showed that direct dealing may be more likely to occur in the context of preestablished trust between vendors and buyers, during instances of law enforcement crackdowns, and when buyers are enticed by discounts or promotions. Our findings also suggested a general hesitancy toward direct dealing, as it was often associated with greater exposure to scams, and perceptions that direct dealing increases the risks concerning personal security and detection from law enforcement. These findings provide insight into the interconnection of online drug markets, and how actors make decisions to drift between multichannel supply points mediated by perceptions of trust and risk.
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Affiliation(s)
- Andrew Childs
- Griffith Criminology Institute, Griffith University, Mount Gravatt, Queensland, Australia
| | - Ross Coomber
- Griffith Criminology Institute, Griffith University, Mount Gravatt, Queensland, Australia
- Department of Sociology, Social Policy and Criminology, University of Liverpool, UK
- QUT Centre for Justice, Queensland University of Technology, Brisbane, Australia
| | - Melissa Bull
- QUT Centre for Justice, Queensland University of Technology, Brisbane, Australia
| | - Monica J. Barratt
- Social and Global Studies Centre, RMIT University, Melbourne, Victoria, Australia
- National Drug and Alcohol Research Centre, University of New South Wales, Sydney, Australia
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Robitaille C. Networked psychostimulants: a web-based ethnographic study. DRUGS AND ALCOHOL TODAY 2020. [DOI: 10.1108/dat-06-2019-0024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Purpose
The purpose of this paper is to understand contemporary psychostimulant use among members of online discussion fora. Two objectives are addressed: to describe accounts of practices related to psychostimulant use, and to examine how these pharmaceuticals may shape contemporary subjectivities.
Design/methodology/approach
This paper presents a qualitative analysis of three online discussion fora belonging to Reddit. Drawing on actor-network theory, psychostimulants are envisaged as networked actants to understand the underlying logics related to their use. Non-participant observation of r/Adderall was carried out over an 18-month period. A qualitative analysis of postings on the three selected fora was also performed.
Findings
For each discussion forum, a network comprised of human and non-human actors was observed: members of the forum, psychostimulants as objects and subreddits as agentic spaces. This study reveals the emergence of multiple subjectivities associated with psychostimulant use: productivity, wellness and enhancement‐related.
Practical implications
Findings open to a wider debate regarding public health’s and healthcare professionals’ understanding of psychostimulant use outside of the clinical setting and how this may contrast with how psychostimulant use is practiced in context.
Originality/value
This research shows new online socio-cultural spaces formed around psychostimulant use. Calling upon a web-based ethnographic approach, this research presents a new perspective on the contemporary use of psychostimulants.
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Palamar JJ, Acosta P. A qualitative descriptive analysis of effects of psychedelic phenethylamines and tryptamines. Hum Psychopharmacol 2020; 35:e2719. [PMID: 31909513 PMCID: PMC6995261 DOI: 10.1002/hup.2719] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/06/2019] [Revised: 12/02/2019] [Accepted: 12/04/2019] [Indexed: 12/19/2022]
Abstract
OBJECTIVE The number of novel psychedelic phenethylamines and tryptamines has continued to increase, but little academic research has focused on the effects of these substances. We sought to determine and compare the subjective effects of various substances. METHODS We conducted in-depth interviews with 39 adults (75.4% male and 87.2% White) who reported experience using psychedelic phenethylamines and/or tryptamines. Participants described the effects of compounds they have used. We examined the subjective drug effects in a qualitative descriptive manner. RESULTS Participants reported on the use of 36 compounds. The majority (64.1%) reported the use of 2C series drugs, with 2C-B use being most prevalent; 38.5% reported the use of NBOMe, and 25.6% reported the use of DOx. With regard to tryptamines, 46.2% reported use, and 4-AcO-DMT was the most prevalent drug used in this class. 2C-B was often described as being more favorable than other 2C series compounds with the effects described as being comparable with MDMA and LSD. NBOMe effects were generally described in an unfavorable manner, and the effects of DOx were often described as lasting too long (12-36 hr). The effects of 4-AcO-DMT were often described as mimicking psilocybin. CONCLUSION Knowing the effects of various compounds can inform education, prevention, and harm reduction efforts regarding the use of these drugs.
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Affiliation(s)
- Joseph J. Palamar
- Department of Population HealthNew York University School of Medicine New York New York
| | - Patricia Acosta
- Department of Population HealthNew York University School of Medicine New York New York
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Kamphausen G, Werse B. Digital figurations in the online trade of illicit drugs: A qualitative content analysis of darknet forums. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2019; 73:281-287. [DOI: 10.1016/j.drugpo.2019.04.011] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2018] [Revised: 03/15/2019] [Accepted: 04/24/2019] [Indexed: 11/25/2022]
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Surveying drug consumption: Assessing reliability and validity of the European Web Survey on Drugs questionnaire. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2019; 73:228-234. [DOI: 10.1016/j.drugpo.2019.03.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2018] [Revised: 03/13/2019] [Accepted: 03/19/2019] [Indexed: 11/20/2022]
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Meacham MC, Roh S, Chang JS, Ramo DE. Frequently asked questions about dabbing concentrates in online cannabis community discussion forums. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2019; 74:11-17. [PMID: 31400582 DOI: 10.1016/j.drugpo.2019.07.036] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2019] [Revised: 07/19/2019] [Accepted: 07/24/2019] [Indexed: 12/11/2022]
Abstract
BACKGROUND "Dabbing" involves vaporizing a "dab" of cannabis concentrate on a heated "nail," passing the vapour through a water-pipe rig or portable pen device, and inhaling the vapour. While some cannabis industry media claims that this process is cleaner, safer, and more effective for getting high, medical and public health sources raise concerns about residual solvents and pesticides, unexpectedly intense effects, and rapid increases in tolerance. The aim of this study is to characterize the content of questions about dabbing posed in cannabis and dabbing-specific forums on the Reddit social media platform, as well as comment responses to these questions. METHODS We conducted a content analysis of one year (2017) of information-seeking user-generated posts to three Reddit online cannabis community discussion forums ("subreddits") that contained the terms "dab" and "question." We also examined post engagement and the types and sentiment of information exchanged in the comment responses. RESULTS Across 193 dabbing question posts, the most frequently asked question content was about types and logistical use of devices and related equipment (38%) and comparisons of cannabis products (32%), followed by questions about the step-by-step process of getting high (18%), legal issues (17%), and health concerns (13%). Nearly every post had a response (98%), with a median 5 comments per post and few negative (i.e. hostile, condescending, or trolling) comments (4%). Source of advice or information was stated in about a quarter (26%) of comment responses, with the overwhelming majority of this information (89%) coming from disclosures of personal experience vs. web or commercial sources. CONCLUSION People seeking advice online about dabbing inquired most often about logistics of use, but less often about health, tolerance, and legal risks. These findings may be used to inform public health efforts and health practitioner education as cannabis becomes increasingly legal and accessible.
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Affiliation(s)
- Meredith C Meacham
- Department of Psychiatry and Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA, USA.
| | - Shim Roh
- Department of Psychiatry and Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA, USA
| | - Jamie Suki Chang
- Public Health Program, Santa Clara University, Santa Clara, CA, USA
| | - Danielle E Ramo
- Department of Psychiatry and Weill Institute for Neurosciences, University of California San Francisco, San Francisco, CA, USA; Hopelab, San Francisco, CA, USA
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