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Shellenberg TP, Strickland JC, Bergeria CL, Regnier SD, Stoops WW, Lile JA. The subjective value of social context in people who use cannabis. Exp Clin Psychopharmacol 2024; 32:518-528. [PMID: 38695809 PMCID: PMC11427141 DOI: 10.1037/pha0000717] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 08/03/2024]
Abstract
Disordered cannabis use is linked to social problems, which could be explained by a subjective devaluation of nondrug social contexts and/or an overvaluation of cannabis-paired options relative to nondrug alternatives. To examine these hypotheses, measures to assess the subjective value of social- and/or cannabis-paired contexts were collected in people who use cannabis (n = 85) and controls (n = 98) using crowdsourcing methods. Measures included a cued concurrent choice task that presented two images (cannabis, social, social cannabis, and neutral images) paired with monetary options, hypothetical purchase tasks that included access to social parties with and without a cannabis "open bar," and the Social Anhedonia Scale (SAS). Little evidence was found to suggest that the cannabis group undervalued social contexts. People who used cannabis demonstrated a preference for social- versus neutral-cued options, and no preference for cannabis- versus social cannabis-cued options on the choice task. In addition, social party demand and SAS scores did not differ between groups. In contrast, we observed evidence for an overvaluation of cannabis context in people who use cannabis, including preference for social cannabis- versus social-cued options, and more disadvantageous choices for cannabis-cued options on the choice task, as well as more intense and inelastic demand for the social cannabis party compared to the social party. These results suggest that social problems associated with cannabis use could be at least partially explained by an overvaluation of cannabis-paired options, rather than devaluation of nondrug social-paired options, in the value calculations underlying drug use decisions. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
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Affiliation(s)
| | - Justin C Strickland
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine
| | - Cecilia L Bergeria
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine
| | - Sean D Regnier
- Department of Behavioral Science, University of Kentucky College of Medicine
| | - William W Stoops
- Department of Behavioral Science, University of Kentucky College of Medicine
| | - Joshua A Lile
- Department of Behavioral Science, University of Kentucky College of Medicine
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2
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Choe S, Agley J, Elam K, Bidulescu A, Seo DC. Identifying predictors of multi-year cannabis vaping in U.S. Young adults using machine learning. Addict Behav 2024; 160:108167. [PMID: 39341185 DOI: 10.1016/j.addbeh.2024.108167] [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: 06/03/2024] [Revised: 09/14/2024] [Accepted: 09/14/2024] [Indexed: 09/30/2024]
Abstract
INTRODUCTION Increasing number of current cannabis users report using a vaporized form of cannabis and young adults are most likely to vape cannabis. However, the number of studies on cannabis vaping is limited, and predictors of cannabis vaping among U.S. young adults remain unclear. Previous studies on cannabis vaping have known limitations, as they (1) relied heavily on regression-based approaches that often fail to examine complex and non-linear interactive effects, (2) focused on examining cannabis vaping initiation but not on its use over multiple years, and (3) failed to account for recreational cannabis legalization (RCL) status. METHODS This study was a secondary analysis of the restricted use files of the Population Assessment of Tobacco and Health Study, Waves 4-6 (December 2016-November 2021). A two-stage machine learning approach, which included Least Absolute Shrinkage and Selection Operator (LASSO) and Classification and Regression Tree (CART), was used to identify predictors of multi-year cannabis vaping while accounting for state-level RCL status among a representative sample of U.S. young adults. RESULTS Stratified CART created a five-terminal-node prediction model for states with RCL (split by cannabis use, cigarette use, bullying behavior, and ethnicity) and a different five-terminal-node prediction model for states without RCL (split by cannabis use, heroin use, nicotine vaping, and hookah use). CONCLUSIONS Characteristics predicting multi-year cannabis vaping appear to differ from those of cannabis vaping initiation. Results also highlight the importance of accounting for RCL status because predictors of cannabis vaping may differ for individuals living in states with and without RCL.
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Affiliation(s)
- Siyoung Choe
- Department of Applied Health Science, Indiana University School of Public Health, 1025 E. 7th St., Bloomington, IN 47405-7109, USA.
| | - Jon Agley
- Department of Applied Health Science, Indiana University School of Public Health, 1025 E. 7th St., Bloomington, IN 47405-7109, USA.
| | - Kit Elam
- Department of Applied Health Science, Indiana University School of Public Health, 1025 E. 7th St., Bloomington, IN 47405-7109, USA.
| | - Aurelian Bidulescu
- Department of Epidemiology and Biostatistics, Indiana University School of Public Health, 1025 E. 7th St., Bloomington, IN 47405-7109, USA.
| | - Dong-Chul Seo
- Department of Applied Health Science, Indiana University School of Public Health, 1025 E. 7th St., Bloomington, IN 47405-7109, USA.
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Mullin CJ, Cservenka A. Cannabis Use and Academic Performance in College Students: The Role of Procrastination. CANNABIS (ALBUQUERQUE, N.M.) 2024; 7:108-122. [PMID: 38975598 PMCID: PMC11225980 DOI: 10.26828/cannabis/2024/000215] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 07/09/2024]
Abstract
Objective The current study investigated procrastination as a potential moderator of the association between cannabis use and college grade point average (GPA). Participants: 220 college students (ages 18 - 24; 71.8% female) in the Northwestern U.S. who were registered for classes in Fall 2021. Methods Demographic questions, substance use history, the Beck Anxiety Inventory, the Center for Epidemiologic Studies Depression scale, and a Procrastination scale were completed via an online survey. Official term and cumulative GPA records were also collected. Results A regression model indicated that procrastination moderated the association between lifetime cannabis use and cumulative college GPA, whereas this moderation was not present when examining the relationship between past month cannabis use and term GPA. Conclusion The current study identifies a putatively modifiable factor that may be related to academic performance for students who use cannabis. These results may help inform future interventions designed to help students using cannabis succeed academically.
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Affiliation(s)
| | - Anita Cservenka
- School of Psychological Science, Oregon State University, Corvallis, United States
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Hails KA, McWhirter AC, Sileci ACB, Stormshak EA. Adolescent-onset cannabis use and parenting young children: an investigation of differential effectiveness of a digital parenting intervention. FRONTIERS IN CHILD AND ADOLESCENT PSYCHIATRY 2024; 3:1392541. [PMID: 38938592 PMCID: PMC11210799 DOI: 10.3389/frcha.2024.1392541] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/29/2024]
Abstract
Introduction There is scant empirical work on associations between current and past cannabis use and parenting skills in parents of young children. As recreational cannabis use is now legal in nearly half of states in the U.S., cannabis use is becoming more ubiquitous. Methods In the current study, parents of toddler and pre-school age children were randomly assigned to participate in an app-based parenting skills program that included telehealth coaching (Family Check-Up Online; FCU-O), with a focus on parenting in the context of substance use. We aimed to test associations between adolescent-onset and current cannabis use and parent mental health and parenting skills, as well as whether effects of the FCU-O on parent mental health outcomes varied as a function of past cannabis use. Participants were 356 parents of children ages 1.5-5 participating in a randomized controlled trial of the FCU-O. Parents screened into the study if they reported current or past substance misuse or current depressive symptoms. After completing a baseline assessment, parents were randomly assigned to the FCU-O or control group and completed a follow-up assessment 3 months later. Parents retrospectively reported on the age when they initially used substances, as well as their current use. Results After accounting for current cannabis use, adolescent-onset cannabis use was significantly associated with higher symptoms of anxiety and depression, but not with parenting skills. Adolescent-onset cannabis use was found to significantly moderate the effect of the FCU-O on parents' anxiety symptoms. Specifically, the FCU-O was particularly effective in reducing anxiety symptoms for parents with adolescent-onset regular cannabis use, after accounting for current cannabis use. Discussion Adolescent-onset regular cannabis use may be a risk factor for later mental health challenges in parents of children under 5. An app-based parenting intervention may be particularly helpful in reducing symptoms of anxiety for parents who used cannabis regularly as adolescents. The findings have significant implications for the prevention of multigenerational risk for substance use and mental health challenges.
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Affiliation(s)
- Katherine A. Hails
- Prevention Science Institute, University of Oregon, Eugene, OR, United States
| | | | - Audrey C. B. Sileci
- Prevention Science Institute, University of Oregon, Eugene, OR, United States
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Jablonska B, Negura L. Navigating the Grey Zone: The Impact of Legislative Frameworks in North America and Europe on Adolescent Cannabis Use-A Systematic Review. Behav Sci (Basel) 2024; 14:484. [PMID: 38920816 PMCID: PMC11200412 DOI: 10.3390/bs14060484] [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: 03/15/2024] [Revised: 05/31/2024] [Accepted: 06/04/2024] [Indexed: 06/27/2024] Open
Abstract
OBJECTIVES This paper aims to systematically review the impact of legislative framework changes in North America and Europe on adolescent cannabis use. It not only seeks to examine the prevalence of adolescent marijuana use following legislative changes but also to identify the driving forces behind fluctuations in use and to address the gaps left by previous studies. METHODS A systematic literature review was conducted in selected databases. After screening English-language publications dating from 2013 to 2023 (n = 453 studies), 24 met the inclusion criteria. Articles were considered if they analyzed the impact of legislative changes on adolescent cannabis use in countries across North America and Europe. SYNTHESIS The overall findings suggest an inconsistency regarding the prevalence of cannabis use among youth and adolescents following policy changes. The effects of modifications in cannabis policies on marijuana consumption are complex and influenced by various factors. These include the details of legislation, societal perspectives, enforcement methods, socioeconomic status, and cultural background. CONCLUSIONS The results of this analysis reveal a nuanced reality. Although research suggests a rise in cannabis use after legalization, there are variations in the outcomes observed. This highlights the significance of considering context and demographics. Moreover, studies shed light on how specific policy changes, such as depenalization, can affect cannabis use.
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Affiliation(s)
| | - Lilian Negura
- School of Social Work, Faculty of Social Sciences, University of Ottawa, 120, University Private, Ottawa, ON K1N 6N5, Canada;
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O'Grady MA, Iverson MG, Suleiman AO, Rhee TG. Is legalization of recreational cannabis associated with levels of use and cannabis use disorder among youth in the United States? A rapid systematic review. Eur Child Adolesc Psychiatry 2024; 33:701-723. [PMID: 35508822 DOI: 10.1007/s00787-022-01994-9] [Citation(s) in RCA: 16] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Accepted: 04/16/2022] [Indexed: 11/03/2022]
Abstract
Cannabis legalization policies are rapidly changing in the United States. While there are concerns that recreational legalization will negatively affect young people, previous reviews have not provided clear indication of such effects. The purpose of this rapid systematic review was to examine whether recreational legalization was associated with increases in prevalence of cannabis use and use disorder among adolescents and young adults. PubMed/MEDLINE, Embase, Scopus, PsycInfo, Web of Science, Dissertations & Theses Global, the Trip Database, and OpenGrey were searched from date of inception through Marcy 17, 2022 to retrieve all relevant records. English language and human subject filters were applied. Two reviewers screened abstracts and titles, assessed full text articles, and coded the final included articles. Studies including primarily 10- to 19-year-olds were classified as adolescent, and those between 18 and 26 years as young adult. Our search identified 33 research reports (22 with adolescent samples; 14 young adult). For adolescents, ten studies reported no change in use prevalence associated with legalization, six reported a decrease, and seven reported an increase. Among young adults, most studies (8) showed an increase in at least one prevalence measure, four showed no change, and one showed a decrease. Only two adolescent and one young adult study examined cannabis use disorder, both adolescent studies showed an increase, and the young adult showed no change. The majority of studies had risk of bias. Recreational legalization may be associated with increases in prevalence of cannabis use in young adults while results for adolescents are mixed. Policymakers and practitioners should consider appropriate prevention and treatment options for young people.Trial Registration: PROSPERO #CRD42021276984.
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Affiliation(s)
- Megan A O'Grady
- Department of Public Health Sciences, School of Medicine, University of Connecticut, Farmington, CT, USA.
| | - Marissa G Iverson
- Lyman Maynard Stowe Library, University of Connecticut Health Center, Farmington, CT, USA
| | - Adekemi O Suleiman
- Department of Public Health Sciences, School of Medicine, University of Connecticut, Farmington, CT, USA
| | - Taeho Greg Rhee
- Department of Public Health Sciences, School of Medicine, University of Connecticut, Farmington, CT, USA
- Department of Psychiatry, School of Medicine, Yale University, New Haven, CT, USA
- VA New England Mental Illness, Research, Education and Clinical Center (MIRECC), VA Connecticut Healthcare System, West Haven, CT, USA
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Sevigny EL, Greathouse J, Medhin DN. Health, safety, and socioeconomic impacts of cannabis liberalization laws: An evidence and gap map. CAMPBELL SYSTEMATIC REVIEWS 2023; 19:e1362. [PMID: 37915420 PMCID: PMC10616541 DOI: 10.1002/cl2.1362] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/03/2023]
Abstract
Background Globally, cannabis laws and regulations are rapidly changing. Countries are increasingly permitting access to cannabis under various decriminalization, medicalization, and legalization laws. With strong economic, public health, and social justice incentives driving these domestic cannabis policy reforms, liberalization trends are bound to continue. However, despite a large and growing body of interdisciplinary research addressing the policy-relevant health, safety, and socioeconomic consequences of cannabis liberalization, there is a lack of robust primary and systematic research that comprehensively investigates the consequences of these reforms. Objectives This evidence and gap map (EGM) summarizes the empirical evidence on cannabis liberalization policies. Primary objectives were to develop a conceptual framework linking cannabis liberalization policies to relevant outcomes, descriptively summarize the empirical evidence, and identify areas of evidence concentration and gaps. Search Methods We comprehensively searched for eligible English-language empirical studies published across 23 academic databases and 11 gray literature sources through August 2020. Additions to the pool of potentially eligible studies from supplemental sources were made through November 2020. Selection Criteria The conceptual framework for this EGM draws upon a legal epidemiological perspective highlighting the causal effects of law and policy on population-level outcomes. Eligible interventions include policies that create or expand access to a legal or decriminalized supply of cannabis: comprehensive medical cannabis laws (MCLs), limited medical cannabidiol laws (CBDLs), recreational cannabis laws (RCLs), industrial hemp laws (IHLs), and decriminalization of cultivations laws (DCLs). Eligible outcomes include intermediate responses (i.e., attitudes/behaviors and markets/environments) and longer-term consequences (health, safety, and socioeconomic outcomes) of these laws. Data Collection and Analysis Both dual screening and dual data extraction were performed with third person deconfliction. Primary studies were appraised using the Maryland Scientific Methods Scale and systematic reviews were assessed using AMSTAR 2. Main Results The EGM includes 447 studies, comprising 438 primary studies and nine systematic reviews. Most research derives from the United States, with little research from other countries. By far, most cannabis liberalization research focuses on the effects of MCLs and RCLs. Studies targeting other laws-including CBDLs, IHLs, and DCLs-are relatively rare. Of the 113 distinct outcomes we documented, cannabis use was the single most frequently investigated. More than half these outcomes were addressed by three or fewer studies, highlighting substantial evidence gaps in the literature. The systematic evidence base is relatively small, comprising just seven completed reviews on cannabis use (3), opioid-related harms (3), and alcohol-related outcomes (1). Moreover, we have limited confidence in the reviews, as five were appraised as minimal quality and two as low quality. Authors’ Conclusions More primary and systematic research is needed to better understand the effects of cannabis liberalization laws on longer-term-and arguably more salient-health, safety, and socioeconomic outcomes. Since most research concerns MCLs and RCLs, there is a critical need for research on the societal impacts of industrial hemp production, medical CBD products, and decriminalized cannabis cultivation. Future research should also prioritize understanding the heterogeneous effects of these laws given differences in specific provisions and implementation across jurisdictions.
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Affiliation(s)
- Eric L. Sevigny
- Department of Criminal Justice and CriminologyGeorgia State UniversityAtlantaGeorgiaUSA
| | - Jared Greathouse
- Department of Criminal Justice and CriminologyGeorgia State UniversityAtlantaGeorgiaUSA
| | - Danye N. Medhin
- Department of Criminal Justice and CriminologyGeorgia State UniversityAtlantaGeorgiaUSA
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8
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Dash GF, Bryan AD, Montanaro E, Feldstein Ewing SW. Long-Term RCT outcomes for adolescent alcohol and cannabis use within a predominantly Hispanic sample. JOURNAL OF RESEARCH ON ADOLESCENCE : THE OFFICIAL JOURNAL OF THE SOCIETY FOR RESEARCH ON ADOLESCENCE 2023; 33:1038-1047. [PMID: 37127932 PMCID: PMC10530050 DOI: 10.1111/jora.12856] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Revised: 09/08/2022] [Accepted: 04/12/2023] [Indexed: 05/03/2023]
Abstract
Because adolescents are unlikely to seek, receive, or complete treatment for alcohol and/or cannabis misuse, it is important to enhance the lasting impact of clinical contacts when they do occur. Adolescents (N = 506; 72.5% Hispanic) were randomized to motivational interviewing (MI) versus alcohol and cannabis education (ACE). Latent growth models estimated change over time. Significant reductions in alcohol use were observed, with slightly greater reductions by 12-month follow-up for MI. Both interventions significantly reduced cannabis use, with no treatment group differences. When outcomes were examined comparing Hispanic to non-Hispanic participants, there were no significant differences in intervention efficacy by group. MI's inherently client-centered and culturally adaptive approach may contribute to its equitable degree of behavior change for youth across race/ethnic backgrounds.
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Affiliation(s)
- Genevieve F. Dash
- Department of Psychological Sciences, University of Missouri, Columbia, Missouri, USA
| | - Angela D. Bryan
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, Colorado, USA
| | - Erika Montanaro
- Department of Psychological Sciences, University of North Carolina Charlotte, Charlotte, North Carolina, USA
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9
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Kerr DCR, Owen LD, Tiberio SS, Dilley JA. Recreational Cannabis Legalization and Proximity to Cannabis Retailers as Risk Factors for Adolescents' Cannabis Use. PREVENTION SCIENCE : THE OFFICIAL JOURNAL OF THE SOCIETY FOR PREVENTION RESEARCH 2023; 24:1058-1067. [PMID: 36538207 PMCID: PMC10332794 DOI: 10.1007/s11121-022-01475-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/09/2022] [Indexed: 12/24/2022]
Abstract
Within-person studies are lacking regarding how recreational cannabis legalization (RCL) and the numbers of neighborhood cannabis retailers relate to adolescents' cannabis use. Study participants were 146 offspring (55% girls; 77% White non-Latinx) of men recruited in childhood from neighborhoods with high delinquency rates. Youth were assessed for past-year cannabis and alcohol use one or more times from ages 13 to 20 years (age M[SD] = 16.4 [2.1] years across 422 observations), while they were living in Oregon or Washington from 2005 to 2019 (where cannabis retail stores opened to adults ages 21 years and older in 2014 and 2015, respectively). We calculated distances between addresses of licensed cannabis retailers and participants' homes. Multilevel models that accounted for effects of age on cannabis use did not support that the number of retail stores within 2-, 5-, 10-, or 20-mile radii of adolescents' homes increased likelihood of past-year cannabis use at the within- or between-subjects levels. Likewise, primary models did not support a greater likelihood of cannabis use among youth whose adolescence coincided more fully with the post-RCL period. A secondary model suggested that after adjusting for adolescents' concurrent alcohol use as a marker of general substance use risk, RCL was associated with cannabis use (between-subjects B [95% CI] = .35 [.05-.66], p = .024). Further research is needed with larger prospective samples, at-risk subgroups, and as cannabis markets mature.
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Affiliation(s)
- David C R Kerr
- Oregon Social Learning Center, 10 Shelton McMurphey Blvd, Eugene, OR, 97401, USA.
| | - Lee D Owen
- Oregon Social Learning Center, 10 Shelton McMurphey Blvd, Eugene, OR, 97401, USA
| | - Stacey S Tiberio
- Oregon Social Learning Center, 10 Shelton McMurphey Blvd, Eugene, OR, 97401, USA
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10
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Freeman-Striegel L, Hamilton J, Kannappan R, Bell T, Robison L, Thanos PK. Chronic Δ9-tetrahydrocannabinol treatment has dose-dependent effects on open field exploratory behavior and [ 3H] SR141716A receptor binding in the rat brain. Life Sci 2023:121825. [PMID: 37270168 DOI: 10.1016/j.lfs.2023.121825] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Revised: 05/23/2023] [Accepted: 05/28/2023] [Indexed: 06/05/2023]
Abstract
AIMS Acute and chronic Δ9-THC exposure paradigms affect the body differently. More must be known about the impact of chronic Δ9-THC on cannabinoid-1 (CB1R) and mu-opioid (MOR) receptor levels in the brain. The present study examined chronic Δ9-THC's effects on CB1R and MOR levels and locomotor activity. MAIN METHODS Adolescent Sprague-Dawley rats were given daily intraperitoneal injections of Δ9-THC [0.75mg/kg (low dose or LD) or 2.0 mg/kg (high dose or HD)] or vehicle for 24 days, and locomotion in the open field was tested after the first and fourth weeks of chronic Δ9-THC exposure. Brains were harvested at the end of treatment. [3H] SR141716A and [3H] DAMGO autoradiography assessed CB1R and MOR levels, respectively. KEY FINDINGS Relative to each other, chronic HD rats showed reduced vertical plane (VP) entries and time, while LD rats had increased VP entries and time for locomotion, as assessed by open-field testing; no effects were found relative to the control. Autoradiography analyses showed that HD Δ9-THC significantly decreased CB1R binding relative to LD Δ9-THC in the cingulate (33%), primary motor (42%), secondary motor (33%) somatosensory (38%), rhinal (38%), and auditory (50%) cortices; LD Δ9-THC rats displayed elevated binding in the primary motor (33% increase) and hypothalamic (33 % increase) regions compared with controls. No significant differences were observed in MOR binding for the LD or HD compared to the control. SIGNIFICANCE These results demonstrate that chronic Δ9-THC dose-dependently altered CB1R levels throughout the brain and locomotor activity in the open field.
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Affiliation(s)
- Lily Freeman-Striegel
- Behavioral Neuropharmacology and Neuroimaging Laboratory on Addictions (BNNLA), Clinical Research Institute on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, New York, United States of America
| | - John Hamilton
- Behavioral Neuropharmacology and Neuroimaging Laboratory on Addictions (BNNLA), Clinical Research Institute on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, New York, United States of America; Department of Psychology, University at Buffalo, Buffalo, New York, United States of America
| | - Renuka Kannappan
- Behavioral Neuropharmacology and Neuroimaging Laboratory on Addictions (BNNLA), Clinical Research Institute on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, New York, United States of America
| | - Tyler Bell
- Behavioral Neuropharmacology and Neuroimaging Laboratory on Addictions (BNNLA), Clinical Research Institute on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, New York, United States of America
| | - Lisa Robison
- Department of Psychology and Neuroscience, Nova Southeastern University, Fort Lauderdale, FL, United States of America
| | - Panayotis K Thanos
- Behavioral Neuropharmacology and Neuroimaging Laboratory on Addictions (BNNLA), Clinical Research Institute on Addictions, Department of Pharmacology and Toxicology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, New York, United States of America; Department of Psychology, University at Buffalo, Buffalo, New York, United States of America.
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11
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Farrelly KN, Wardell JD, Marsden E, Scarfe ML, Najdzionek P, Turna J, MacKillop J. The Impact of Recreational Cannabis Legalization on Cannabis Use and Associated Outcomes: A Systematic Review. Subst Abuse 2023; 17:11782218231172054. [PMID: 37187466 PMCID: PMC10176789 DOI: 10.1177/11782218231172054] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Accepted: 04/07/2023] [Indexed: 05/17/2023]
Abstract
Background Recreational cannabis legalization has become more prevalent over the past decade, increasing the need to understand its impact on downstream health-related outcomes. Although prior reviews have broadly summarized research on cannabis liberalization policies (including decriminalization and medical legalization), directed efforts are needed to synthesize the more recent research that focuses on recreational cannabis legalization specifically. Thus, the current review summarizes existing studies using longitudinal designs to evaluate impacts of recreational cannabis legalization on cannabis use and related outcomes. Method A comprehensive bibliographic search strategy revealed 61 studies published from 2016 to 2022 that met criteria for inclusion. The studies were predominantly from the United States (66.2%) and primarily utilized self-report data (for cannabis use and attitudes) or administrative data (for health-related, driving, and crime outcomes). Results Five main categories of outcomes were identified through the review: cannabis and other substance use, attitudes toward cannabis, health-care utilization, driving-related outcomes, and crime-related outcomes. The extant literature revealed mixed findings, including some evidence of negative consequences of legalization (such as increased young adult use, cannabis-related healthcare visits, and impaired driving) and some evidence for minimal impacts (such as little change in adolescent cannabis use rates, substance use rates, and mixed evidence for changes in cannabis-related attitudes). Conclusions Overall, the existing literature reveals a number of negative consequences of legalization, although the findings are mixed and generally do not suggest large magnitude short-term impacts. The review highlights the need for more systematic investigation, particularly across a greater diversity of geographic regions.
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Affiliation(s)
- Kyra N Farrelly
- Department of Psychology, York
University, Toronto, ON, Canada
- Peter Boris Centre for Addictions
Research, St. Joseph’s Healthcare Hamilton, McMaster University, Hamilton, ON,
Canada
| | - Jeffrey D Wardell
- Department of Psychology, York
University, Toronto, ON, Canada
- Institute for Mental Health Policy
Research, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Department of Psychiatry, University of
Toronto, Toronto, ON, Canada
| | - Emma Marsden
- Peter Boris Centre for Addictions
Research, St. Joseph’s Healthcare Hamilton, McMaster University, Hamilton, ON,
Canada
| | - Molly L Scarfe
- Peter Boris Centre for Addictions
Research, St. Joseph’s Healthcare Hamilton, McMaster University, Hamilton, ON,
Canada
| | - Peter Najdzionek
- Peter Boris Centre for Addictions
Research, St. Joseph’s Healthcare Hamilton, McMaster University, Hamilton, ON,
Canada
| | - Jasmine Turna
- Peter Boris Centre for Addictions
Research, St. Joseph’s Healthcare Hamilton, McMaster University, Hamilton, ON,
Canada
- Michael G. DeGroote Centre for
Medicinal Cannabis Research, McMaster University & St. Joseph’s Healthcare
Hamilton, Hamilton, ON, Canada
| | - James MacKillop
- Peter Boris Centre for Addictions
Research, St. Joseph’s Healthcare Hamilton, McMaster University, Hamilton, ON,
Canada
- Michael G. DeGroote Centre for
Medicinal Cannabis Research, McMaster University & St. Joseph’s Healthcare
Hamilton, Hamilton, ON, Canada
- Homewood Research Institute, Guelph,
ON, Canada
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12
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Matheson J, Le Foll B. Impacts of recreational cannabis legalization on use and harms: A narrative review of sex/gender differences. Front Psychiatry 2023; 14:1127660. [PMID: 36970279 PMCID: PMC10036775 DOI: 10.3389/fpsyt.2023.1127660] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Accepted: 02/20/2023] [Indexed: 03/12/2023] Open
Abstract
Legalization of cannabis use for non-medical (recreational) purposes is changing the global cannabis landscape. As attitudes toward cannabis use become more positive and prevalence of use increases in complex ways, concerns emerge about the potential for increased cannabis-attributable harms. Understanding the who, why, and when of this likely increase in cannabis-attributable harms is thus an important public health priority. Both sex and gender contribute to variability in the use, effects, and harms of cannabis and thus sex/gender considerations are important when evaluating the impacts of cannabis legalization. The goal of this narrative review is to broadly discuss sex/gender differences in attitudes toward and prevalence of cannabis use, whether there are sex/gender differences in the impacts of cannabis legalization, and why these sex/gender differences might exist. One of our strongest conclusions is that men have always been more likely to use cannabis than women, yet the sex/gender gap in prevalence of cannabis use has narrowed over time, and this might be partly due to cannabis legalization. The existing evidence suggests that there have also been sex/gender differences in the impacts of legalization on cannabis-attributable harms such as cannabis-involved motor vehicle collisions and hospitalizations, though these results are more variable. The body of literature reviewed has focused almost exclusively on samples of cisgender research participants, and thus future research should encourage inclusion of transgender and gender-diverse participants. More consideration of sex- and gender-based analysis in research evaluating long-term impacts of cannabis legalization is a clear research priority.
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Affiliation(s)
- Justin Matheson
- Translational Addiction Research Laboratory, Centre for Addiction and Mental Health, University of Toronto, Toronto, ON, Canada
- *Correspondence: Justin Matheson,
| | - Bernard Le Foll
- Translational Addiction Research Laboratory, Centre for Addiction and Mental Health, University of Toronto, Toronto, ON, Canada
- Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON, Canada
- Centre for Addiction and Mental Health, Campbell Family Mental Health Research Institute, Toronto, ON, Canada
- Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada
- Institute of Medical Science, University of Toronto, Toronto, ON, Canada
- Acute Care Program, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Department of Family and Community Medicine, University of Toronto, Toronto, ON, Canada
- Waypoint Centre for Mental Health Care, Waypoint Research Institute, Penetanguishene, ON, Canada
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Feldstein Ewing SW, Karalunas SL, Kenyon EA, Yang M, Hudson KA, Filbey FM. Intersection between social inequality and emotion regulation on emerging adult cannabis use. DRUG AND ALCOHOL DEPENDENCE REPORTS 2022; 3:100050. [PMID: 35694031 PMCID: PMC9187048 DOI: 10.1016/j.dadr.2022.100050] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/04/2022] [Revised: 03/07/2022] [Accepted: 03/28/2022] [Indexed: 05/29/2023]
Abstract
Emerging adulthood (EA; ages 18-25) is characterized by socioemotional and neurodevelopmental challenges. Cannabis is a widely used substance among EAs, and hazardous use may increase risk for sustained use patterns and related health consequences. Research shows differential increases in hazardous use by objective as well as subjective measures of social inequality, with more concerning trajectories for youth with greater experiences of social inequality. Learning how to flexibly monitor and modify emotions in proactive ways (i.e., emotion regulation) is a central developmental task navigated during the EA window. Challenges to and with emotion regulation processes can contribute to the emergence of mental health symptoms during EA, including hazardous cannabis use. In this perspective, we highlight emotion dysregulation and social inequality as two critical factors that interact to either buffer against or exacerbate cannabis use during the EA period, noting critical gaps in the literature that merit additional research. We recommend novel methods and longitudinal designs to help clarify how dynamic cognition-emotion interplay predicts trajectories of negative emotional experiences and cannabis use in EA.
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Lachance A, Bélanger RE, Riva M, Ross NA. A Systematic Review and Narrative Synthesis of the Evolution of Adolescent and Young Adult Cannabis Consumption Before and After Legalization. J Adolesc Health 2022; 70:848-863. [PMID: 35246363 DOI: 10.1016/j.jadohealth.2021.11.034] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/17/2021] [Revised: 11/24/2021] [Accepted: 11/27/2021] [Indexed: 10/19/2022]
Abstract
PURPOSE To systematically review evidence assessing the evolution of cannabis consumption before and after the implementation of non-medical cannabis legislation. METHODS MEDLINE, PubMED, PsycINFO, Scopus, and Web of Science were systematically searched for studies that examined change in cannabis consumption before and after nonmedical cannabis legislation. Data were tabulated by study design, levels of consumption, and individual subgroups. Data were analyzed using a narrative synthesis approach, considering study quality. RESULTS 32 studies were included (11 higher quality and 21 lower quality). 40% of higher quality evidence supported an increase in postlegalization consumption (55% did not report a change and 5% reported a decrease). The increase was most evident for young adults (42% of higher quality evidence) and in the consumption in the past month (37% of higher quality evidence). There was limited supporting evidence for new users having grown in response to legalization. Based on subgroup analysis, the increase in postlegalization consumption was higher among women and those who engage in binge-drinking. CONCLUSIONS Higher quality evidence suggests an increase in adolescent past-month consumption of cannabis following legalization in several geographical jurisdictions. Consumption evolution prelegalization and postlegalization differed by age group and for young women and for binge drinkers. Consumption evolution differences suggest a variety of strategies might be required in efforts to lower public health impacts of cannabis consumption following legalization.
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Affiliation(s)
- Antoine Lachance
- Department of Geography, McGill University, Montreal, Quebec, Canada; Institute for Health and Social Policy, McGill University, Montreal, Quebec, Canada
| | - Richard E Bélanger
- Department of Pediatrics, Université Laval, Quebec city, Quebec, Canada; CHU de Quebec Research Center - Université Laval, Quebec city, Quebec, Canada.
| | - Mylène Riva
- Department of Geography, McGill University, Montreal, Quebec, Canada; Institute for Health and Social Policy, McGill University, Montreal, Quebec, Canada
| | - Nancy A Ross
- Department of Geography, McGill University, Montreal, Quebec, Canada
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15
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Meinhofer A, Witman AE, Hinde JM, Simon K. Marijuana liberalization policies and perinatal health. JOURNAL OF HEALTH ECONOMICS 2021; 80:102537. [PMID: 34626876 PMCID: PMC8643317 DOI: 10.1016/j.jhealeco.2021.102537] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/09/2020] [Revised: 09/16/2021] [Accepted: 09/16/2021] [Indexed: 05/21/2023]
Abstract
We studied the effect of marijuana liberalization policies on perinatal health with a multiperiod difference-in-differences estimator that exploited variation in effective dates of medical marijuana laws (MML) and recreational marijuana laws (RML). We found that the proportion of maternal hospitalizations with marijuana use disorder increased by 23% (0.3 percentage points) in the first three years after RML implementation, with larger effects in states authorizing commercial sales of marijuana. This growth was accompanied by a 7% (0.4 percentage points) decline in tobacco use disorder hospitalizations, yielding a net zero effect over all substance use disorder hospitalizations. RMLs were not associated with statistically significant changes in newborn health. MMLs had no statistically significant effect on maternal substance use disorder hospitalizations nor on newborn health and fairly small effects could be ruled out. In absolute numbers, our findings implied modest or no adverse effects of marijuana liberalization policies on the array of perinatal outcomes considered.
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Affiliation(s)
- Angélica Meinhofer
- Weill Cornell Medicine, 425 E 61st Street, Suite 301, New York, NY 10065, United States.
| | - Allison E Witman
- University of North Carolina Wilmington, 601 S. College Road, Wilmington, NC 28043-5920, United States.
| | - Jesse M Hinde
- RTI International, 3040 East Cornwallis Road, P.O. Box 12194, Research Triangle Park, NC 27709, United States.
| | - Kosali Simon
- Indiana University, 1315 East Tenth Street, Bloomington, IN 47405-1701, United States.
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Rømer Thomsen K, Thylstrup B, Kenyon EA, Lees R, Baandrup L, Feldstein Ewing SW, Freeman TP. Cannabinoids for the treatment of cannabis use disorder: New avenues for reaching and helping youth? Neurosci Biobehav Rev 2021; 132:169-180. [PMID: 34822876 DOI: 10.1016/j.neubiorev.2021.11.033] [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: 06/29/2021] [Revised: 11/17/2021] [Accepted: 11/21/2021] [Indexed: 11/16/2022]
Abstract
Cannabis use peaks during adolescence and emerging adulthood, and cannabis use disorder (CUD) is associated with a wide range of adverse outcomes. This is particularly pertinent in youth, because the developing brain may be more vulnerable to adverse effects of frequent cannabis use. Combining evidence-based psychosocial interventions with safe and effective pharmacotherapy is a potential avenue to improve youth outcomes, but we lack approved CUD pharmacotherapies. Here, we review new potential avenues for helping youth with CUD, with a particular focus on cannabinoid-based treatments. Evidence from placebo-controlled RCTs suggests synthetic delta-9-tetrahydrocannabinol (THC) decreases withdrawal symptoms, but not cannabis use, in adults with daily cannabis use/CUD, while findings regarding formulations containing THC combined with cannabidiol (CBD) are mixed. Preliminary evidence from two placebo-controlled RCTs in adults with CUD suggests that both Fatty Acid Amide Hydrolase inhibitors and CBD can reduce cannabis use. However, larger trials are needed to strengthen the evidence. Findings from adults point to cannabinoid-based treatments as a potential strategy that should be examined in youth with CUD.
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Affiliation(s)
- Kristine Rømer Thomsen
- Centre for Alcohol and Drug Research, Department of Psychology and Behavioral Sciences, Aarhus University, Denmark.
| | - Birgitte Thylstrup
- Centre for Alcohol and Drug Research, Department of Psychology and Behavioral Sciences, Aarhus University, Denmark
| | - Emily A Kenyon
- Department of Psychology, University of Rhode Island, USA
| | - Rachel Lees
- Addiction and Mental Health Group (AIM), Department of Psychology, University of Bath, UK
| | - Lone Baandrup
- Mental Health Centre Copenhagen and Department of Clinical Medicine, University of Copenhagen, Denmark
| | - Sarah W Feldstein Ewing
- Centre for Alcohol and Drug Research, Department of Psychology and Behavioral Sciences, Aarhus University, Denmark; Department of Psychology, University of Rhode Island, USA
| | - Tom P Freeman
- Addiction and Mental Health Group (AIM), Department of Psychology, University of Bath, UK
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17
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Wong CF, Mendez SEA, Conn BM, Iverson E, Lankenau SE. Attitudes and beliefs about recreational cannabis legalization among cannabis-using young adults in Los Angeles: Impact on concurrent cannabis practices and problematic cannabis use. Drug Alcohol Depend 2021; 228:109053. [PMID: 34610520 PMCID: PMC11104431 DOI: 10.1016/j.drugalcdep.2021.109053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/10/2021] [Revised: 09/09/2021] [Accepted: 09/11/2021] [Indexed: 10/20/2022]
Abstract
BACKGROUND This study investigated differences in attitudes and beliefs about recreational cannabis legalization (RCL) among cannabis-using young adults comprised of medical cannabis patients (MCP) and non-patient users (NPU). We further investigated whether these variations are associated with concurrent cannabis practices and problematic use. METHOD Cannabis-using young adults (N = 301) were interviewed between 2017 and 2018 - after RCL and through the early months after storefront sales began. Latent class analysis empirically derived groups based on participants' attitudes/beliefs about the impact of RCL. Socio-demographic factors, patient status, medicinal and/or recreational use, and social norms differentiated latent class memberships, while concurrent cannabis practices and problematic use served as distal outcomes. The manual Bolck, Croon, and Hagenaars (BCH) three-step process modeled all covariates and distal outcomes simultaneously in the final LCA solution. RESULTS Three patterns emerged: Impacted (RCL had broad impact on attitudes/beliefs) (n = 113), Partially-Impacted (RCL had some impact on attitudes/beliefs) (n = 131) and Neutral (RCL had no/limited impact) (n = 57). MCP were more likely to be Neutral than Partially-Impacted users while those who reported recreational cannabis use were more likely to be Impacted than Neutral users. Class membership predicted cannabis practices and problematic use with Impacted individuals reporting the greatest recent days of use, number of hits per day, and highest scores in problematic cannabis use compared to Partially-Impacted and Neutral users. CONCLUSION Variability in attitudes/beliefs about RCL served as strong drivers of concurrent cannabis practices and problematic use. Findings provide an important baseline for tracking attitudes/beliefs' long-term health and substance use impact as retail cannabis sales evolve.
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Affiliation(s)
- Carolyn F Wong
- Children's Hospital Los Angeles, Division of Adolescent and Young Adult Medicine, 4650 Sunset Blvd., MS #2, Los Angeles, CA 90027, USA; University of Southern California, Keck School of Medicine, Department of Pediatrics, 4650 Sunset Blvd., MS #71, Los Angeles, CA 90027, USA.
| | - Stephanie E A Mendez
- USC University Center for Excellence in Developmental Disabilities, Children's Hospital Los Angeles, 4650 Sunset Blvd., MS#53, Los Angeles, CA 90027, USA
| | - Bridgid M Conn
- Children's Hospital Los Angeles, Division of Adolescent and Young Adult Medicine, 4650 Sunset Blvd., MS #2, Los Angeles, CA 90027, USA; University of Southern California, Keck School of Medicine, Department of Pediatrics, 4650 Sunset Blvd., MS #71, Los Angeles, CA 90027, USA
| | - Ellen Iverson
- Children's Hospital Los Angeles, Division of Adolescent and Young Adult Medicine, 4650 Sunset Blvd., MS #2, Los Angeles, CA 90027, USA; University of Southern California, Keck School of Medicine, Department of Pediatrics, 4650 Sunset Blvd., MS #71, Los Angeles, CA 90027, USA
| | - Stephen E Lankenau
- Drexel University, Dornsife School of Public Health, Department of Community Health and Prevention, 3215 Market Street, Philadelphia, PA 19104, USA
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Oldfield K, Evans S, Braithwaite I, Newton-Howes G. Don’t make a hash of it! A thematic review of the literature relating to outcomes of cannabis regulatory change. DRUGS: EDUCATION, PREVENTION AND POLICY 2021. [DOI: 10.1080/09687637.2021.1901855] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Affiliation(s)
- Karen Oldfield
- Medical Research Institute of New Zealand (MRINZ), Wellington, New Zealand
- School of Biological Sciences, Victoria University of Wellington (VUW), Wellington, New Zealand
- Medical Cannabis Research Collaborative (MCRC) NZ, Wellington, New Zealand
| | - Sean Evans
- Addiction Services, Capital and Coast District Health Board (CCDHB), Wellington, New Zealand
| | - Irene Braithwaite
- Medical Research Institute of New Zealand (MRINZ), Wellington, New Zealand
- School of Biological Sciences, Victoria University of Wellington (VUW), Wellington, New Zealand
- Medical Cannabis Research Collaborative (MCRC) NZ, Wellington, New Zealand
| | - Giles Newton-Howes
- Medical Cannabis Research Collaborative (MCRC) NZ, Wellington, New Zealand
- Department of Psychological Medicine, University of Otago, Wellington, New Zealand
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Bae H, Kerr DCR. Marijuana use trends among college students in states with and without legalization of recreational use: initial and longer-term changes from 2008 to 2018. Addiction 2020; 115:1115-1124. [PMID: 31833119 DOI: 10.1111/add.14939] [Citation(s) in RCA: 58] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/08/2019] [Revised: 08/14/2019] [Accepted: 12/06/2019] [Indexed: 12/22/2022]
Abstract
BACKGROUND AND AIMS Young adult college students in the United States are likely to be affected by marijuana liberalization trends. However, changes in students' marijuana use following recreational marijuana legalization (RML) have not been examined in more than one RML state at a time, or beyond 1-2 years post-legalization. DESIGN Cross-sectional National College Health Assessment survey administered twice yearly from 2008 to 2018. SETTING A total of 587 4-year colleges and universities in 48 US states. PARTICIPANTS Undergraduates aged 18-26 years attending college in US states that did (n = 234 669 in seven states) or did not (n = 599 605 in 41 states) enact RML between 2008 and 2018. MEASUREMENTS Self-reported marijuana use (past 30 days) and individual and contextual covariates, institution-provided institutional and community covariates and publicly available dates when states enacted RML. FINDINGS Adjusting for covariates, state differences and state-specific linear time trends (accounting for pre-RML trends), prevalence of 30-day marijuana use increased more among students exposed to RML [odds ratio (OR) = 1.23, 95% confidence interval (CI) = 1.19-1.28, P < 0.001] than among non-RML state students throughout the same time-period; the results were similar for frequent use (≥ 20 days) (OR = 1.18, 95% CI = 1.10-1.27, P < 0.001). Interaction models supported stronger RML effects among students who were female, residing off-campus and aged 21 years and older; sexual orientation did not moderate RML effects. In the earliest states to enact RML (2012) there were increases in use prevalence in the second through the sixth year post-RML compared to pre-RML. In the second legalization group (2015) there were increases in the first and second year post-RML, and greater increases in the third year. In the later states (2016-17), increases were observed in both years after RML. CONCLUSIONS In US states that enacted recreational marijuana legislation from 2012 to 2017 there was evidence for a general trend towards greater increases in marijuana use by college students and differential impact by gender, legal using age and campus residence.
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Affiliation(s)
- Harold Bae
- Biostatistics Program, School of Biological and Population Health Sciences, College of Public Health and Human Sciences, Oregon State University, Corvallis, OR, USA
| | - David C R Kerr
- School of Psychological Science, College of Liberal Arts, Oregon State University, Corvallis, OR, USA
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