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Emery NN, Carlon HA, Walters KJ, Mei S, Sung A, DeFalco A, Baumgardner S, Mataczynski MJ, Prince MA. Examining the moment-to-moment association between drinking and problems: The moderating role of emotional functioning. ALCOHOL, CLINICAL & EXPERIMENTAL RESEARCH 2025; 49:1126-1138. [PMID: 40343877 DOI: 10.1111/acer.70035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/03/2024] [Accepted: 02/14/2025] [Indexed: 05/11/2025]
Abstract
BACKGROUND Though the link between alcohol use and alcohol-related problems is intuitive, meta-analyses show that drinking explains <20% of the variance in problems. This suggests that other factors play an important role in when and for whom drinking leads to problems. Moreover, most research in this area has relied on either cross-sectional data or macrolongitudinal methods (e.g., 3-month follow-up). This study aimed to examine the moment-to-moment association between drinking and problems, and whether positive and negative affect moderated the strength of this within-person relationship. METHODS Data were collected using ecological momentary assessment from a college student sample exhibiting hazardous drinking patterns (n = 160, observations = 4980). Momentary positive and negative affect were examined as within-person moderators. Person-level averages of positive and negative affect as well as trait savoring (i.e., ability to hold on to positive emotions-shown to be protective against problems) were examined as cross-level moderators of this effect. RESULTS Results showed that drinking at the previous moment was strongly associated with reporting more problems at the next moment (IRR = 1.74), and higher-than-average levels of negative affect at the previous moment strengthened this moment-to-moment relationship (IRR = 1.28). Average positive affect exhibited a cross-level interaction with the moment-to-moment link between drinking and problems (IRR = 0.69) such that those with lower-than-average positive affect overall had a stronger association between drinking at the previous moment and the number of problems reported at the next moment. Trait savoring was inversely related to problems (IRR = 0.74), and average negative affect was positively associated with problems (IRR = 1.27). CONCLUSIONS This study demonstrates that affect can exacerbate or buffer the moment-to-moment relationship between alcohol use and problems.
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Affiliation(s)
- Noah N Emery
- Department of Psychology, Colorado State University, Fort Collins, Colorado, USA
| | - Hannah A Carlon
- Department of Psychology, Center on Alcohol, Substance Use, and Addictions (CASAA), University of New Mexico, Albuquerque, New Mexico, USA
| | - Kyle J Walters
- Department of Individual, Family, and Community Education, University of New Mexico, Albuquerque, New Mexico, USA
| | - Sara Mei
- Department of Psychology, Colorado State University, Fort Collins, Colorado, USA
| | - Angelina Sung
- Department of Psychology, Colorado State University, Fort Collins, Colorado, USA
| | - Angelica DeFalco
- Department of Psychology, Colorado State University, Fort Collins, Colorado, USA
| | - Susi Baumgardner
- Department of Psychology, Colorado State University, Fort Collins, Colorado, USA
| | - Maggie J Mataczynski
- Department of Psychology, Colorado State University, Fort Collins, Colorado, USA
| | - Mark A Prince
- Department of Psychology, Colorado State University, Fort Collins, Colorado, USA
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Dyar C, Curtis J, Fairlie AM. Planned versus unplanned alcohol and cannabis use: Motivational and contextual correlates among sexual minority women and gender diverse individuals. ALCOHOL, CLINICAL & EXPERIMENTAL RESEARCH 2025; 49:609-618. [PMID: 39887657 PMCID: PMC11926667 DOI: 10.1111/acer.70000] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/02/2024] [Accepted: 01/05/2025] [Indexed: 02/01/2025]
Abstract
BACKGROUND Unplanned alcohol use has been theorized to contribute to experiencing more consequences at the daily level, and several risk factors have been identified in the general population. However, it remaines unclear whether these risk factors apply to sexual and gender minorities (SGM); if unique risk factors for substance use among SGM (e.g., microaggressions) are associated with elevated risk for unplanned alcohol or cannabis use; and if risk factors for unplanned drinking also apply to unplanned cannabis use. METHODS We aimed to address these gaps by examining differences between planned and unplanned alcohol and cannabis use in motives, contexts of use, and SGM-specific factors at the daily level among 380 sexual minority women and gender diverse individuals assigned female at birth using daily diary data. RESULTS Although unplanned alcohol and cannabis use were associated with lighter use, unplanned cannabis use was associated with more consequences. Social and enhancement motives and drinking with other SGM were linked to a lower likelihood of unplanned alcohol use, while conformity motives were associated with a higher likelihood of unplanned alcohol use. Microaggressions and coping motives were not associated with unplanned alcohol or cannabis use. CONCLUSIONS Results demonstrated differences in motivational and contextual factors associated with unplanned alcohol compared to cannabis use and identified one SGM-specific correlate. Future research should continue to explore factors that contribute to unplanned cannabis use days being associated with more consequences even in the absence of heavier use on unplanned days.
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Affiliation(s)
| | - Julia Curtis
- College of NursingOhio State UniversityColumbusOhioUSA
| | - Anne M. Fairlie
- Department of Psychiatry and Behavioral SciencesUniversity of Washington School of MedicineSeattleWashingtonUSA
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3
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Acuff SF, Oddo LE, Johansen AN, Strickland JC. Contextual and psychosocial factors influencing drug reward in humans: The importance of non-drug reinforcement. Pharmacol Biochem Behav 2024; 241:173802. [PMID: 38866372 PMCID: PMC11284860 DOI: 10.1016/j.pbb.2024.173802] [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: 02/29/2024] [Revised: 04/29/2024] [Accepted: 06/01/2024] [Indexed: 06/14/2024]
Abstract
The reinforcing efficacy, or behavior-strengthening effect, of a substance is a critical determinant of substance use typically quantified by measuring behavioral allocation to the substance under schedules of reinforcement with escalating response requirements. Although responses on these tasks are often used to indicate stable reinforcing effects or trait-level abuse potential for an individual, task designs often demonstrate within-person variability across varying degrees of a constraint within experimental procedures. As a result, quantifying behavioral allocation is an effective approach for measuring the impact of contextual and psychosocial factors on substance reward. We review studies using laboratory self-administration, behavioral economic purchase tasks, and ambulatory assessments to quantify the impact of various contextual and psychosocial factors on behavioral allocation toward consumption of a substance. We selected these assessment approaches because they cover the translational spectrum from experimental control to ecological relevance, with consistent support across these approaches representing greater confidence in the effect. Conceptually, we organized factors that influence substance value into two broad categories: factors that influence the cost/benefit ratio of the substance (social context, stress and affect, cue exposure), and factors that influence the cost/benefit ratio of an alternative (alternative non-drug reinforcers, alternative drug reinforcers, and opportunity costs). We conclude with an overview of future research directions and considerations for clinical application.
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Affiliation(s)
- Samuel F Acuff
- Recovery Research Institute, Massachusetts General Hospital and Harvard Medical School, 151 Merrimac Street, Boston, MA 02114, USA.
| | - Lauren E Oddo
- Department of Psychology, Virginia Commonwealth University, 806 West Franklin Street, Richmond, VA 23284-2018, USA
| | | | - Justin C Strickland
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, 5510 Nathan Shock Drive, Baltimore, MD 21224, USA
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4
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Litt DM, Zhou Z, Fairlie AM, King KM, Cross A, Kannard E, Geusens F, Lewis MA. Daily level examination indicates that positive affect, but not negative affect, is associated with alcohol and marijuana use among adolescents and young adults. PSYCHOLOGY OF ADDICTIVE BEHAVIORS 2023; 37:1030-1038. [PMID: 37471009 PMCID: PMC10799183 DOI: 10.1037/adb0000949] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/21/2023]
Abstract
OBJECTIVE Although there is growing evidence that alcohol use at the daily level is associated with positive but not negative affect, results are mixed when examining marijuana use and simultaneous alcohol and marijuana (SAM) use (i.e., use with overlapping effects). In addition, less is known about these daily level associations among diverse samples of adolescents and young adults. The present study will address these gaps. METHOD Participants (N = 1,006; 57.3% female, 43.1% White, Non-Hispanic, ages 15-25; Mage = 20.0) were part of a study on substance use that consisted of a 3-week ecological momentary assessment (EMA) burst design (eight surveys per week, up to 2×/day) that was repeated quarterly over a 12-month period. RESULTS Within-person results indicated that on days with elevated positive affect, participants reported consuming more drinks, whereas positive affect was not significant for hours high from marijuana. In addition, on days with elevated negative affect, participants reported fewer hours high from marijuana. No association was found between negative affect and number of drinks. Finally, within-person results indicated that on alcohol or marijuana days with elevated positive affect, individuals were more likely to report SAM use. There was no association found between negative affect and SAM use. CONCLUSIONS Results have implications such that in-the-moment interventions for alcohol and SAM use may be more salient when individuals have higher positive affect than average, whereas such interventions may be more relevant for marijuana use when negative affect is lower compared to average levels. (PsycInfo Database Record (c) 2023 APA, all rights reserved).
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Affiliation(s)
- Dana M. Litt
- Department of Health Behavior and Health Systems, School of Public Health, University of North Texas Health Science Center, Fort Worth, Texas
| | - Zhengyang Zhou
- Department of Biostatistics and Epidemiology, School of Public Health, University of North Texas Health Science Center, Fort Worth, Texas
| | - Anne M. Fairlie
- Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, Washington
| | - Kevin M. King
- Department of Psychology, University of Washington, Seattle, Washington
| | - Allison Cross
- Department of Health Behavior and Health Systems, School of Public Health, University of North Texas Health Science Center, Fort Worth, Texas
| | - Emma Kannard
- Department of Health Behavior and Health Systems, School of Public Health, University of North Texas Health Science Center, Fort Worth, Texas
| | - Femke Geusens
- Department of Women’s and Children’s Health, Uppsala University, Uppsala, Sweden
- Leuven School for Mass Communication Research, KU Leuven, Leuven, Belgium
| | - Melissa A. Lewis
- Department of Health Behavior and Health Systems, School of Public Health, University of North Texas Health Science Center, Fort Worth, Texas
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Sanchez ZM, Folgar MI, Matias JP, Pimentel MP, Burkhart G. Framing substance use as "recreational" is neither accurate nor helpful for prevention purposes. JOURNAL OF PREVENTION (2022) 2023; 44:795-811. [PMID: 37642907 DOI: 10.1007/s10935-023-00745-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 08/15/2023] [Indexed: 08/31/2023]
Abstract
This debate paper discusses six reasons why the term "recreational substance use" should be avoided. (1) Social norms and beliefs are drivers of behavior; therefore, the normalized use of the term conveys injunctive norms of a fully socially acceptable substance. Injunctive norms are the most important drivers of initiation into substance use. (2) The illusion of being in control, suggesting that if consumed for leisure and recreation it can easily be controlled; (3) Idealized social representations that fuel an idealized image of an alternative glamourous or mindful consumption culture; (4) Downplaying potential harms; (5) The implicit promise of everyday pleasure, the ever-growing potency of cannabis products does not fit the narrative of its use for recreation; (6) Industry as a trojan horse branding discourse of the concept of medical cannabis to normalize the image of non-medical use: to complement "therapeutic" with "recreational". "Recreational use" is a subjective ill-defined term. This debate paper aims to find a better terminological solution, honestly denominating with a neutral, unbiased, and objective connotation what is now called "recreational use". Thus, we propose using the term "non-therapeutic" use.
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Affiliation(s)
- Zila M Sanchez
- Preventive Medicine Department, Universidade Federal de São Paulo (UNIFESP), Rua Botucatu, 740, Sao Paulo, SP, Brazil.
| | | | - João Pedro Matias
- European Monitoring Centre for Drugs and Drug Addiction (EMCDDA), Lisbon, Portugal
| | - Marcos Paulo Pimentel
- GPRED - Grupo de Prevenção ao uso indevido de drogas da Polícia Federal, Sao Paulo, Brazil
| | - Gregor Burkhart
- European Society for Prevention Research (EUSPR), Lisbon, Portugal
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Emery NN, Stanton K, Baumgardner S, Simons JS, Douglass MA, Prince MA. Discrete emotions and global affect: Applying empirically driven approaches to experience sampling data to model state and trait affective structure and affect-alcohol use associations in a heavy drinking young-adult sample. Behav Res Ther 2023; 167:104356. [PMID: 37392487 PMCID: PMC10530525 DOI: 10.1016/j.brat.2023.104356] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Revised: 05/13/2023] [Accepted: 06/13/2023] [Indexed: 07/03/2023]
Abstract
Affective functioning is central to most contemporary models of alcohol use. However, the affective structure at the within- and between-person levels is rarely investigated nor is the differential predictive value of specific affect dimensions assessed across state and trait formats. We examined a) the structure of state and trait affect using experience sampling methodology (ESM) and b) predictive associations between the empirically derived affect facets and alcohol use. Participants were 92 heavy drinking college students aged 18-25 who completed 8 momentary assessments of their affect and drinking a day for 28-days. We found evidence for a single positive affect factor at both the within- (i.e., state) and between-person (i.e., trait) levels. We found a hierarchical factor structure for negative affect, represented by a general, superordinate dimension as well as facet-level sadness, anxiety, and anger dimensions. Associations between affect and alcohol use differed across trait and state levels and across specific types of negative affect. Lagged state positive affect and sadness as well as trait positive affect and sadness were inversely associated with drinking. Lagged state anxiety and trait general negative affect were positively associated with drinking. Thus, our study demonstrates how associations between drinking and affect can be studied in relation to general (e.g., general negative affect) and more specific aspects of affective experiences (e.g., sadness versus anxiety) concurrently within the same study and across trait and state levels of assessment.
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Affiliation(s)
- Noah N Emery
- Department of Psychology, Colorado State University, USA.
| | - Kasey Stanton
- Department of Psychology, University of Wyoming, USA
| | | | | | | | - Mark A Prince
- Department of Psychology, Colorado State University, USA
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Dora J, Smith MR, Seldin K, Schultz ME, Kuczynski AM, Moss DJ, Carpenter RW, King KM. Exploring associations between affect and marijuana use in everyday life via specification curve analysis. JOURNAL OF PSYCHOPATHOLOGY AND CLINICAL SCIENCE 2023; 132:461-474. [PMID: 37036695 PMCID: PMC10164094 DOI: 10.1037/abn0000825] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/11/2023]
Abstract
Although frequently hypothesized, the evidence for associations between affect and marijuana use in everyday life remains ambiguous. Inconsistent findings across existing work may be due, in part, to differences in study design and analytic decisions, such as study inclusion criteria, the operationalization of affect, or the timing of affect assessment. We used specification curves to assess the robustness of the evidence for affect predicting same-day marijuana use and marijuana use predicting next-day affect across several hundred models that varied in terms of decisions that reflect those typical in this literature (e.g., whether to average affect prior to marijuana use or select the affect report closest in time to marijuana use). We fitted these curves to data from two ecological momentary assessment studies of regular marijuana and/or alcohol using college students (N = 287). Results provided robust evidence that marijuana use was slightly less likely following experiences of negative affect and slightly more likely following positive affect. Specification curves suggested that differences in previous findings are most likely a function of the specific emotion items used to represent affect rather than differences in inclusion criteria, the temporal assessment and modeling of affect, or the covariates added to the model. There was little evidence for an association between marijuana use and next-day affect. Overall, our findings provide evidence against the predictions made by affect reinforcement models in college students and suggest that future research should model the associations of marijuana use with discrete emotional states rather than general negative and positive affect. (PsycInfo Database Record (c) 2023 APA, all rights reserved).
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8
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Waddell JT, Fairlie AM, Calhoun BH, Patrick ME, Lee CM. Planned versus unplanned drinking and cannabis use: Do facets of trait impulsivity influence daily risk? PSYCHOLOGY OF ADDICTIVE BEHAVIORS 2023; 37:341-352. [PMID: 36395009 PMCID: PMC9991956 DOI: 10.1037/adb0000896] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
OBJECTIVE Planned and unplanned substance use have been examined as predictors of heavier alcohol and cannabis use and problems at the between-person level. However, it remains unclear whether planned versus unplanned use is riskiest at the day-level, and for whom. The present study tested whether day-level planned versus unplanned alcohol and cannabis use were associated with higher alcohol and cannabis consumption and negative consequences that day and whether two impulsive traits, lack of premeditation and positive urgency, moderated associations. METHOD Young adults (N = 409; 50.9% female) completed five bursts of daily surveys, each consisting of a morning and afternoon report across 14 consecutive days. During a baseline session, participants reported their impulsivity (UPPS-P). During afternoon surveys, participants reported their plans to use alcohol/cannabis that night. During morning surveys, participants reported number of drinks consumed/hours spent high yesterday and negative consequences experienced. RESULTS Planned drinking days were associated with a greater number of drinks and negative consequences, whereas planned cannabis use days were associated with more hours spent high but not negative consequences. In the drinking quantity model, there was a significant interaction for planned versus unplanned drinking by positive urgency. Planned drinking was associated with heavier alcohol consumption across levels of positive urgency; however, unplanned drinking was associated with heavier consumption for individuals with higher (vs. lower) levels of positive urgency. CONCLUSIONS Day-level planned drinking and cannabis use are important factors to target in just-in-time interventions. However, interventions focused on planned and unplanned drinking may be particularly effective for individuals with higher levels of positive urgency. (PsycInfo Database Record (c) 2023 APA, all rights reserved).
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Affiliation(s)
| | - Anne M. Fairlie
- Department of Psychiatry and Behavioral Sciences, University of Washington
| | - Brian H. Calhoun
- Department of Psychiatry and Behavioral Sciences, University of Washington
| | | | - Christine M. Lee
- Department of Psychiatry and Behavioral Sciences, University of Washington
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9
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Emery NN, Walters KJ, Njeim L, Barr M, Gelman D, Eddie D. Emotion differentiation in early recovery from alcohol use disorder: Associations with in-the-moment affect and 3-month drinking outcomes. Alcohol Clin Exp Res 2022; 46:1294-1305. [PMID: 35614525 PMCID: PMC9357131 DOI: 10.1111/acer.14854] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Revised: 04/27/2022] [Accepted: 04/28/2022] [Indexed: 11/27/2022]
Abstract
Background Early recovery from alcohol use disorder (AUD) is commonly associated with high levels of negative affect, stress, and emotional vulnerability, which confer significant relapse risk. Emotion differentiation—the ability to distinguish between discrete emotions—has been shown to predict relapse after treatment for a drug use disorder, but this relationship has not been explored in individuals recovering from AUD. Methods The current study used thrice daily random and up to thrice daily self‐initiated ecological momentary assessment surveys (N = 42, observations = 915) to examine whether 1) moments of high affective arousal are characterized by momentary differences in emotion differentiation among individuals in the first year of a current AUD recovery attempt, and 2) individuals’ average emotion differentiation would predict subsequent alcohol use measured by the timeline follow‐back over a 3‐month follow‐up period. Results Multilevel models showed that moments (Level 1) of higher‐than‐average negative affect (p < 0.001) and/or stress (p = 0.033) were characterized by less negative emotion differentiation, while moments of higher‐than‐average positive affect were characterized by greater positive emotion differentiation (p < 0.001). At the between‐person level (Level 2), participants with higher stress overall had lower negative emotion differentiation (p = 0.009). Linear regression showed that average negative, but not positive, emotion differentiation was inversely associated with percent drinking days over the subsequent 3‐month follow‐up period (p = 0.042). Neither form of average emotion differentiation was associated with drinking quantity. Conclusions We found that for individuals in early AUD recovery, affective states are associated with acute shifts in the capacity for emotion differentiation. Further, we found that average negative emotion differentiation prospectively predicts subsequent alcohol use.
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Affiliation(s)
- Noah N Emery
- Department of Psychology, Colorado State University, Fort Collins, Colorado, USA
| | - Kyle J Walters
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, South Carolina, USA.,Department of Psychology, University of South Dakota, Vermillion, South Dakota, USA
| | - Lili Njeim
- School of Public Health, Boston University, Boston, Massachusetts, USA
| | - Maya Barr
- Department of Psychology, Harvard University, Cambridge, Massachusetts, USA
| | - Daniella Gelman
- Emma Pendleton Bradley Hospital, Alpert Medical School, Brown University, Riverside, Rhode Island, USA
| | - David Eddie
- Recovery Research Institute, Center for Addiction Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
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10
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Stevens AK, Gunn RL, Boyle HK, White HR, Jackson KM. Unplanned versus planned simultaneous alcohol and cannabis use in the daily lives of a predominantly white college student sample: What are the motives, contexts, and outcomes? PSYCHOLOGY OF ADDICTIVE BEHAVIORS 2022; 36:243-253. [PMID: 35113586 PMCID: PMC9106840 DOI: 10.1037/adb0000813] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
OBJECTIVE Simultaneous alcohol and cannabis use is common among college students and associated with more consumption and consequences compared to single-substance use. This study examined occasions of simultaneous use and compared planned occasions to unplanned occasions with respect to motives, contexts, consumption, and consequences. METHOD College student simultaneous users (N = 341; 53% women; 74% White) completed five daily surveys for 54 days. Mixed-effects models examined motives and contexts of simultaneous use occasions as a function of whether alcohol and cannabis use were (a) both planned versus (b) unplanned, no use planned, or (c) unplanned, single-substance use planned and whether alcohol and cannabis consumption and negative simultaneous use-related consequences varied across planned versus unplanned occasions. RESULTS Social and enhancement motives were related to planned simultaneous use; offered and coping motives were associated with planned single-substance use that became simultaneous use (vs. planned simultaneous use). Compared to unplanned use, planned simultaneous use was negatively associated with using at home or alone, and positively associated with using with others, more intoxicated people, and more people using cannabis. Planned simultaneous use was associated with more alcohol and cannabis consumption. No significant differences were found for negative consequences. CONCLUSIONS Planned simultaneous use was motivated by social and enhancement reasons, whereas planned single-substance use that became simultaneous use was more likely motivated by offers or for coping. Planned simultaneous use resulted in greater consumption, but not negative consequences. Results provide specific motives and contexts associated with unplanned and planned simultaneous use to be incorporated into real-time interventions. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
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Affiliation(s)
- Angela K Stevens
- Center for Alcohol and Addiction Studies, Brown University School of Public Health
| | - Rachel L Gunn
- Center for Alcohol and Addiction Studies, Brown University School of Public Health
| | - Holly K Boyle
- Department of Behavioral and Social Sciences, Brown University School of Public Health
| | - Helene R White
- Center of Alcohol and Substance Studies, Rutgers, The State University of New Jersey
| | - Kristina M Jackson
- Center for Alcohol and Addiction Studies, Brown University School of Public Health
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11
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Carpenter RW, Emery NN, Meisel SN, Miranda R. Naltrexone moderates the association of alcohol use and affect among adolescent drinkers in daily life. Alcohol Clin Exp Res 2022; 46:326-337. [PMID: 34959253 PMCID: PMC8858857 DOI: 10.1111/acer.14768] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2021] [Revised: 12/16/2021] [Accepted: 12/21/2021] [Indexed: 02/03/2023]
Abstract
BACKGROUND Naltrexone is an efficacious medication for the treatment of alcohol use disorder in adults. As an opioid receptor antagonist, naltrexone blocks activation of the endogenous opioid system, which is involved in the affectively reinforcing properties of substance use. Few studies, however, have examined the moderating effect of naltrexone on the association between affect and alcohol use. Additionally, most existing research on naltrexone has been with adults in the human laboratory. METHOD We conducted a secondary analysis of ecological momentary assessment data from a randomized, double-blinded, placebo-controlled cross-over study that compared naltrexone (50 mg/daily) and placebo in 26 adolescents (15 to 19 years old) who exhibited problematic drinking patterns. Multilevel models tested whether naltrexone moderated associations of alcohol use with both positive and negative affect (PA, NA). RESULTS Results indicated that, during naltrexone treatment, greater estimated blood alcohol concentration (eBAC) levels were associated with greater NA further into drinking episodes. In turn, greater NA after the first drink of an episode was associated with reduced subsequent eBAC values during naltrexone treatment. Low PA was also associated with lower subsequent eBAC levels in the naltrexone condition after the first drink. CONCLUSIONS These findings support the idea that naltrexone can disrupt the association between affect and alcohol use, effects that emerge later in drinking episodes. Greater attention to the effects of naltrexone on affect and reinforcement may help to tailor psychotherapy to maximize the benefits of naltrexone. However, in the present study, as most drink reports were in the first 2 h of the drinking episode and participants reported affect only at the first three end-drink reports of a drinking episode (limiting the number of drinks reported), we had reduced power to detect effects in the continuation phase. Thus, replication of the findings is needed using a design that assesses the impact of naltrexone across the entire episode.
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Affiliation(s)
- Ryan W. Carpenter
- Department of Psychological Sciences, University of Missouri, St. Louis
| | | | - Samuel N. Meisel
- Center for Alcohol and Addiction Studies, Brown University,E. P. Bradley Hospital, Riverside, RI
| | - Robert Miranda
- Center for Alcohol and Addiction Studies, Brown University,E. P. Bradley Hospital, Riverside, RI
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12
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Stevens AK, Blanchard BE, Sokolovsky AW, Gunn RL, White HR, Jackson KM. Forgoing plans for alcohol and cannabis use in daily life: Examining reasons for nonuse when use was planned in a predominantly white college student sample. Alcohol Clin Exp Res 2021; 45:2167-2178. [PMID: 34762304 DOI: 10.1111/acer.14693] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Revised: 07/18/2021] [Accepted: 08/07/2021] [Indexed: 11/28/2022]
Abstract
BACKGROUND The reasons for college students to abstain from alcohol and cannabis use on a given day can inform efforts to prevent or intervene in those behaviors. Research on reasons for alcohol nonuse remains in its nascent stages and no study to date has examined reasons for cannabis nonuse on a given day. Here we examine reasons for nonuse among college students after they planned to use alcohol and/or cannabis. METHODS College students (N = 341; Mage = 19.79; 53% women; 74% White) from 3 universities completed 54 days of data collection across which approximately 50% were nonuse days. Each morning, participants indicated whether they planned to use that day; nonuse reasons were assessed the next morning, if applicable. Generalized linear mixed-effects models were used to disentangle within- and between-person effects. RESULTS On a given nonuse day (at the within-person level), "work" and "school" were reasons associated with having no plan to use alcohol and "to feel in control" was linked to having no plan to use cannabis. "Did not want to get high" was related to forgoing plans (did not use when originally planned) for alcohol use at the within-person level. At the between-person level, "no desire" was associated with no plans for alcohol or cannabis use and "did not want to get high" was related to no plans for cannabis use. "School" and "could not get" were related to forgoing plans for alcohol and cannabis use, respectively, at the between-person level. CONCLUSION An examination of earlier intentions for alcohol and/or cannabis use on nonuse days yielded novel findings on the intention-behavior gap. Reasons for nonuse can inform intervention and prevention strategies (e.g., those involving social norms or just-in-time adaptive efforts) for alcohol and cannabis use on college campuses.
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Affiliation(s)
- Angela K Stevens
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, Rhode Island, USA
| | - Brittany E Blanchard
- Department of Psychiatry and Behavioral Science, University of Washington School of Medicine, Seattle, Washington, USA
| | - Alexander W Sokolovsky
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, Rhode Island, USA
| | - Rachel L Gunn
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, Rhode Island, USA
| | - Helene R White
- Center of Alcohol and Substance Use Studies, Rutgers, the State University of New Jersey, Piscataway, New Jersey, USA
| | - Kristina M Jackson
- Center for Alcohol and Addiction Studies, Brown University School of Public Health, Providence, Rhode Island, USA
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Bae SW, Chung T, Islam R, Suffoletto B, Du J, Jang S, Nishiyama Y, Mulukutla R, Dey A. Mobile phone sensor-based detection of subjective cannabis intoxication in young adults: A feasibility study in real-world settings. Drug Alcohol Depend 2021; 228:108972. [PMID: 34530315 PMCID: PMC8595824 DOI: 10.1016/j.drugalcdep.2021.108972] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/05/2021] [Revised: 07/19/2021] [Accepted: 07/23/2021] [Indexed: 01/02/2023]
Abstract
BACKGROUND Given possible impairment in psychomotor functioning related to acute cannabis intoxication, we explored whether smartphone-based sensors (e.g., accelerometer) can detect self-reported episodes of acute cannabis intoxication (subjective "high" state) in the natural environment. METHODS Young adults (ages 18-25) in Pittsburgh, PA, who reported cannabis use at least twice per week, completed up to 30 days of daily data collection: phone surveys (3 times/day), self-initiated reports of cannabis use (start/stop time, subjective cannabis intoxication rating: 0-10, 10 = very high), and continuous phone sensor data. We tested multiple models with Light Gradient Boosting Machine (LGBM) in distinguishing "not intoxicated" (rating = 0) vs subjective cannabis "low-intoxication" (rating = 1-3) vs "moderate-intensive intoxication" (rating = 4-10). We tested the importance of time features (i.e., day of the week, time of day) relative to smartphone sensor data only on model performance, since time features alone might predict "routines" in cannabis intoxication. RESULTS Young adults (N = 57; 58 % female) reported 451 cannabis use episodes, mean subjective intoxication rating = 3.77 (SD = 2.64). LGBM, the best performing classifier, had 60 % accuracy using time features to detect subjective "high" (Area Under the Curve [AUC] = 0.82). Combining smartphone sensor data with time features improved model performance: 90 % accuracy (AUC = 0.98). Important smartphone features to detect subjective cannabis intoxication included travel (GPS) and movement (accelerometer). CONCLUSIONS This proof-of-concept study indicates the feasibility of using phone sensors to detect subjective cannabis intoxication in the natural environment, with potential implications for triggering just-in-time interventions.
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Affiliation(s)
- Sang Won Bae
- School of Systems and Enterprises, Stevens Institute of Technology, USA
| | - Tammy Chung
- Institute for Health, Healthcare Policy and Aging Research, Rutgers University, USA.
| | - Rahul Islam
- School of Systems and Enterprises, Stevens Institute of Technology, USA
| | | | - Jiameng Du
- Computer Science Department, Carnegie Mellon University, USA
| | - Serim Jang
- Computer Science Department, Carnegie Mellon University, USA
| | | | - Raghu Mulukutla
- Computer Science Department, Carnegie Mellon University, USA
| | - Anind Dey
- Information School, University of Washington, Seattle, USA
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14
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Emery NN, Carpenter RW, Meisel SN, Miranda R. Effects of topiramate on the association between affect, cannabis craving, and cannabis use in the daily life of youth during a randomized clinical trial. Psychopharmacology (Berl) 2021; 238:3095-3106. [PMID: 34331080 PMCID: PMC8908944 DOI: 10.1007/s00213-021-05925-5] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/17/2021] [Accepted: 07/05/2021] [Indexed: 11/29/2022]
Abstract
RATIONALE Topiramate is an anticonvulsant currently under study for treating substance use disorders. Topiramate is thought to reduce substance use by attenuating craving and the rewarding effects of acute substance use through its concurrent GABAergic agonism and glutamatergic antagonism. Importantly, topiramate also impacts mood states central to many models of substance use. Despite this, little previous research has examined whether topiramate attenuates the respective associations of affect and craving with substance use. OBJECTIVES We conducted a secondary analysis of 63 youths that exhibited heavy cannabis use, aged 15-24 years, who were randomized in a double-blinded 6-week clinical trial comparing the effects of topiramate (up to 200 mg/day) and placebo on cannabis use. Ecological momentary assessment data were leveraged to model the role positive affect, negative affect, and craving on use over the 6-week period and whether topiramate attenuated associations between these feeling states and cannabis use. RESULTS Findings showed that craving was positively associated with use at the within-person level, while positive affect was negatively associated with use at the between-person level. Topiramate appears to attenuate the negative association of between-person positive affect (i.e., average) and cannabis use. Specifically, those in the placebo condition exhibited this inverse association between average positive affect and use while those in topiramate condition did not. No other significant affect or affect × medication condition interactions were observed. CONCLUSIONS These findings implicate craving and low positive affect as important risk factors for cannabis use in youth in treatment. Topiramate may attenuate this association for positive affect.
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Affiliation(s)
- Noah N. Emery
- Department of Psychology, Colorado State University, Fort Collins, CO, USA
| | - Ryan W. Carpenter
- Department of Psychological Sciences, University of Missouri St. Louis, St. Louis, MO, USA
| | - Samuel N. Meisel
- Center for Alcohol and Addiction Studies, Brown University, Box S121-4, Providence, RI 02912, USA
| | - Robert Miranda
- Center for Alcohol and Addiction Studies, Brown University, Box S121-4, Providence, RI, 02912, USA.
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15
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Wang Y, Jacques JJ, Li Z, Sibille KT, Cook RL. Health Outcomes among Adults Initiating Medical Cannabis for Chronic Pain: A 3-month Prospective Study Incorporating Ecological Momentary Assessment (EMA). CANNABIS (ALBUQUERQUE, N.M.) 2021; 4:69-83. [PMID: 34671723 PMCID: PMC8525881 DOI: 10.26828/cannabis/2021.02.006] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/04/2022]
Abstract
In response to the need of more rigorous data on medical cannabis and chronic pain, we conducted a 3-month prospective study incorporating ecological momentary assessment (EMA) to examine the effects of medical cannabis on pain, anxiety/depression, sleep, and quality of life. Data were collected from 46 adults (Mean age=55.7±11.9, 52.2% male) newly initiating medical cannabis treatment for chronic pain. Participants completed a baseline survey, EMA for approximately 1 week pre- and up to 3 weeks post- medical cannabis treatment, and a 3-month follow-up survey. The self-reported EMA data (2535 random and 705 daily assessments) indicated significant reductions in momentary pain intensity (b = -16.5, p < .001, 16.5 points reduction on 0-100 visual analog) and anxiety (b = -0.89, p < .05), and significant increase in daily sleep duration (b = 0.34, p < .01) and sleep quality (b = 0.32, p <.001) after participants initiated medical cannabis for a few weeks. At 3 months, self-reported survey data showed significantly lower levels of worst pain (t = -2.38, p < .05), pain interference (t = -3.82, p < .05), and depression (t = -3.43, p < .01), as well as increased sleep duration (t = 3.95, p < .001), sleep quality (t = -3.04, p < .01), and quality of life (t = 4.48, p < .001) compared to baseline. In our sample of primarily middle-aged and older adults with chronic pain, medical cannabis was associated with reduced pain intensity/inference, lower anxiety/depression, and improved sleep and quality of life.
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Affiliation(s)
- Yan Wang
- Department of Epidemiology, University of Florida, Gainesville, FL 32610
| | | | - Zhigang Li
- Department of Biostatistics, University of Florida, Gainesville, FL 32610
| | - Kimberly T. Sibille
- Department of Aging & Geriatric Research, University of Florida, Gainesville, FL 32610
| | - Robert L. Cook
- Department of Epidemiology, University of Florida, Gainesville, FL 32610
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Fairlie AM, Graupensperger S, Duckworth JC, Patrick ME, Lee CM. Unplanned versus planned simultaneous alcohol and marijuana use in relation to substance use and consequences: Results from a longitudinal daily study. PSYCHOLOGY OF ADDICTIVE BEHAVIORS 2021; 35:712-722. [PMID: 34591512 DOI: 10.1037/adb0000738] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Objective: The current study expands the literature on simultaneous alcohol and marijuana (SAM) use by focusing on the distinction between unplanned and planned SAM use to identify potential intervention targets. This study explored whether unplanned or planned SAM use was associated with differences in alcohol and/or marijuana use and consequences. Method: A community sample of young adults (aged 18-25) with recent alcohol and SAM use was recruited [N = 409; mean (SD) = 21.61 (2.17) years; 50.9% female; 48.2% non-Hispanic/Latinx White]. Participants completed five 2-week bursts of online daily surveys (2 ×/day; 81.99% of morning and 82.23% of afternoon surveys completed) and reported on substance use intentions and behavior. Results: Descriptive findings showed that among days on which participants reported SAM use, 41.85% of the days were unplanned SAM use days. Based on daily-level results from multilevel models, on days with unplanned SAM use, young adults reported consuming fewer drinks, fewer hours high from marijuana, and lower subjective intoxication/high, compared to planned SAM use days, thus indicating that planned SAM use was riskier. Unplanned SAM use was not significantly associated with positive or negative consequences related to alcohol or marijuana, after accounting for the number of drinks or hours high from marijuana. Conclusions: Current findings suggest that interventions should target days on which young adults are planning to engage in SAM use. Future work is needed to identify factors that predict planned SAM use on specific occasions and also to disentangle the potential role of unplanned heavy use. (PsycInfo Database Record (c) 2021 APA, all rights reserved).
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Lee MH, Kim-Godwin YS, Hur H. Race/ethnicity differences in risk and protective factors for marijuana use among U.S. adolescents. BMC Public Health 2021; 21:1167. [PMID: 34193108 PMCID: PMC8247234 DOI: 10.1186/s12889-021-11159-z] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Accepted: 05/24/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Little is known about how race and ethnicity influence marijuana-specific risk and protective factors in U.S. adolescents. We examined differences in risk and protective factors of marijuana use (MU) and their associations with MU by race/ethnicity. METHODS The present study used data from the 2015-2019 National Survey on Drug Use and Health. A total of 68,263 adolescents (aged 12 to 17 years) were divided into seven subgroups by race/ethnicity (White, Hispanic, Black, Asian, Native American, Native Hawaiian/Pacific Islander (NH/PI), and mixed race). Marijuana-specific risk and protective factors (RPFs) were examined, including perceived availability of marijuana, adolescents' perceived risk of MU and perceived disapproval of parents, peers, and close friends. Past-month, past-year, and lifetime MU were used as MU outcomes to examine the associations with RPFs as well as with race/ethnicity. RESULTS Overall, 6.85, 12.67, and 15.52% of the sample reported past-month, past-year, and lifetime MU respectively. Weighted adjusted logistic regression analyses revealed that mixed race adolescents reported the greatest perceived availability of marijuana, whereas Black and Asian adolescents had less access compared to White adolescents. The adolescents' perception of parental disapproval of MU was the lowest for Native American adolescents and highest for Asian adolescents. Mixed race adolescents experienced lower peer and close friend disapproval of MU while Black and Asian adolescents had higher. The MU risk perception was lower in most groups including Black, Hispanic, Native American, and mixed race adolescents, but not in Asian adolescents. Native American adolescents scored the highest on all MU outcomes, whereas Asian adolescents scored the lowest. Perceived availability of marijuana was associated with higher MU in all MU outcomes. Lower disapproval MU perceptions and lower MU risk perceptions were also associated with greater MU. CONCLUSION These findings suggest there is considerable heterogeneity of marijuana risk and protective factors and MU across race/ethnicity among U.S. adolescents.
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Affiliation(s)
- Meen Hye Lee
- School of Nursing, University of North Carolina Wilmington, 601 S College Rd, Wilmington, NC, 28403, USA
| | - Yeoun Soo Kim-Godwin
- School of Nursing, University of North Carolina Wilmington, 601 S College Rd, Wilmington, NC, 28403, USA
| | - Hyungjo Hur
- Department of Public Administration, Dankook University, 152 Jukjeon-ro, Suji-gu, Yongin-si, Gyeonggi-do, South Korea.
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