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Focus group data from 92 youths from Italy and the U.S.A. indicate that Italians and Americans differ in perceived threshold of acceptability of drinking to excess. Youth from the U.S.A. were more accepting of intoxication than Italian youth, reflecting features of each respective dominant drinking culture. Alcohol gender double standards existed in both countries and were conceptually connected to sexuality. However, the social construction behind such connections differed across the two groups: focusing on harms to the woman in the U.S.A. and the respectability of her social group in Italy.
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BACKGROUND: Studies have shown that parents have a significant influence on emerging adult college students' drinking during the first year of college. Limited research has been conducted to address the question of whether parenting later in college continues to matter in a similar manner. The current study utilized a prospective design to identify associations between parental permissiveness toward alcohol use and monitoring behaviors and student drinking outcomes during the first and fourth years of college. METHODS: Participants (N = 1,429) at 3 large public universities completed surveys during the fall semesters of their first (T1) and fourth years (T2) (84.3% retention). The study employed a saturated autoregressive cross-lag model to examine associations between parental permissiveness of college student alcohol use, parental monitoring, student drinking, and consequences at T1 and T2, controlling for peer norms, sex, and campus. RESULTS: Examination of the association between parenting and student drinking outcomes revealed: (i) parental permissiveness was positively associated with drinking at T1 and again at T2; (ii) parental permissiveness had indirect effects on consequences via the effects on drinking at both times. Specifically, a 1-unit increase in parental permissiveness at T1 resulted in students experiencing 4 to 5 more consequences as a result of their drinking; (iii) parental permissiveness was not directly associated with monitoring at T1 or T2; and (iv) parental monitoring was significantly associated with drinking at T1 but not T2. CONCLUSIONS: The findings provide evidence for the continued importance of parenting in the fourth year of college and parents expressing low permissiveness toward student drinking may be beneficial to reducing risky drinking even as students turn 21.
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Consumo de Álcool na Faculdade/psicologia , Poder Familiar/psicologia , Permissividade , Adolescente , Feminino , Humanos , Masculino , Estudos Prospectivos , Fatores de Tempo , Adulto JovemRESUMO
BACKGROUND: We examined how mothers' protective parenting and alcohol use influenced changes in offspring's heavy drinking among a sample of African American youth. The conceptual model also tested indirect effects of mothers' behaviors, through changes in the youths' social images (i.e., prototypes) of heavy drinkers, derived from the prototype willingness (PW) model. METHODS: Participants were 686 emerging adults (55% female) from the Family and Community Health Study (FACHS), an ongoing prospective study of African American families. Three waves of FACHS data were used as follows: T3 during 10th grade (M age = 16.3 years), T4 shortly after high school (M age = 19.4 years), and T5 3 years later (M age = 22.1 years). Mothers' self-reports of protective parenting and alcohol use were assessed at T4. Two separate path models tested the study hypotheses. The first model specified direct and indirect effects of mothers' protective parenting and alcohol use. The second model added interaction terms between the protective parenting behaviors and mothers' alcohol use. The analyses were first conducted using the full sample and then repeated separately for female and male participants. RESULTS: Maternal alcohol use had a positive and direct effect on offspring's alcohol use. Mothers' endorsement of alcohol-related rules inhibited normative increases in the favorability of the offspring's social image of heavy drinkers (prototype) while her warmth was positively related to these increases. Maternal alcohol use amplified the positive association between mothers' warmth and the daughters' increased drinking. For sons, maternal alcohol use increased the positive association between alcohol-related rules and increased prototype favorability. CONCLUSIONS: Results indicated clear gender differences in how mothers' behaviors influence her offspring's alcohol use during the transition to emerging adulthood. Interventions that target culturally specific risk and protective factors within the family environment are needed to reduce health disparities among this vulnerable population of youth.
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Consumo de Bebidas Alcoólicas/psicologia , Negro ou Afro-Americano/psicologia , Relações Mãe-Filho/psicologia , Mães/psicologia , Poder Familiar/psicologia , Estudo de Prova de Conceito , Adolescente , Fatores Etários , Consumo de Bebidas Alcoólicas/prevenção & controle , Consumo de Bebidas Alcoólicas/tendências , Feminino , Humanos , Estudos Longitudinais , Masculino , Poder Familiar/tendências , Estudos Prospectivos , Adulto JovemRESUMO
AIMS: The goals of the current study were to identify latent classes of alcohol users among Italian emerging adults (18-33 years), examine differences in the class solution based on socio-demographic characteristics, and examine whether differences exist across classes in experiencing different types of alcohol-related negative consequences. METHODS: Participants (N = 5955; 62.72% female; mean age 27.19 years) were drawn from a pre-recruited Web panel designed to be representative of the Italian young adults (18-33 years) population. Latent class analysis (LCA) was used to identify common patterns of alcohol use. RESULTS: Four classes of drinking patterns were identified: (a) Current Nondrinkers (15%); (b) Weekend Non-Risky Drinkers (51%); (c) Weekend Risky Drinkers (20%); and (d) Daily Drinkers (13%). The number and type of classes did not differ across several demographic variables, although proportions within classes varied by sex, age, occupation status and geographic area. Weekend Risky Drinkers experienced the greatest number of alcohol-related negative consequences. CONCLUSIONS: The great majority of the sample displayed drinking patterns with relatively infrequent involvement in risky drinking. Preventive interventions should, instead, target those who drink alcohol on weekends only, but show the greatest negative consequences. SHORT SUMMARY: Four classes of drinking patterns were identified in a large representative sample of Italian young adults. The great majority of the sample displayed drinking patterns with relatively little involvement in risky drinking, though those misusing alcohol at weekends were at greatest risk to experience alcohol-related negative consequences.
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Abstinência de Álcool/classificação , Abstinência de Álcool/tendências , Consumo de Bebidas Alcoólicas/epidemiologia , Consumo de Bebidas Alcoólicas/tendências , Transtornos Relacionados ao Uso de Álcool/classificação , Transtornos Relacionados ao Uso de Álcool/epidemiologia , Adolescente , Adulto , Transtornos Relacionados ao Uso de Álcool/diagnóstico , Estudos Transversais , Feminino , Comportamentos de Risco à Saúde , Humanos , Itália/epidemiologia , Masculino , Adulto JovemRESUMO
Youthful indoor tanning as few as ten sessions can increase the risk of melanoma by two to four times with each additional session adding another 2 % to the risk. Recent research estimates that indoor tanning can be linked to approximately 450,000 cases of skin cancer annually in the USA, Europe, and Australia. Despite these risks, indoor tanning remains popular with adolescents. This study tested the efficacy of a web-based skin cancer prevention intervention designed to reduce indoor tanning motivations in adolescent females. A nationally representative sample of 443 female teens was enrolled from an online panel into a two-arm, parallel group design, randomized controlled trial. Treatment participants received an appearance-focused intervention grounded in established health behavior change models. Controls viewed a teen alcohol prevention website. Outcome variables included willingness and intentions to indoor tan, willingness to sunless tan, and measures of indoor tanning attitudes and beliefs. The intervention decreased willingness and intentions to indoor tan and increased sunless tanning willingness relative to controls. We also examined indirect mechanisms of change through intervening variables (e.g., indoor tanning attitudes, norms, positive and negative expectancies) using the product of coefficient approach. The web-based intervention demonstrated efficacy in changing adolescent indoor tanning motivations and improving their orientation toward healthier alternatives. Results from the intervening variable analyses give guidance to future adolescent skin cancer prevention interventions.
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Internet , Neoplasias Cutâneas/prevenção & controle , Banho de Sol/psicologia , Banho de Sol/tendências , Adolescente , Austrália , Feminino , Comportamentos Relacionados com a Saúde , Conhecimentos, Atitudes e Prática em Saúde , Humanos , Intenção , MotivaçãoRESUMO
BACKGROUND: Research has previously identified a high-risk subgroup of college students who experience high levels of multiple and repeated alcohol-related consequences (MRC group). The purpose of this study was to examine the association between consequence-specific normative influences and experiencing multiple and repeated drinking-related consequences using a person-centered approach. Normative subgroups were identified using latent profile analysis (LPA), which were then used to predict MRC group status at 6-month follow-up. METHODS: First-year college student drinkers (N = 2,024) at a large northeastern university completed online surveys during the fall and spring semesters of their freshman year. Retention was high with 92% of invited participants completing T2, of which the MRC group accounted for 27%. RESULTS: Three student profiles were identified from LPA on T1 data: Nonpermissive Parents (77%), Positive Peer and Parent Norms (21%), and Permissive Parents (3%). Logistic regression revealed that both the Positive Peer and Parent Norms and Permissive Parents profiles had significantly higher odds of MRC group membership at follow-up (1.81 and 2.78 times greater, respectively). CONCLUSIONS: The results suggest value in prevention efforts that include normative beliefs about alcohol-related consequences. Further, parental norms in particular have the potential to enhance interventions, especially through direct communication of disapproval for experiencing consequences.
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Consumo de Álcool na Faculdade/psicologia , Relações Pais-Filho , Grupo Associado , Controles Informais da Sociedade , Adolescente , Feminino , Humanos , MasculinoRESUMO
BACKGROUND: Younger indoor tanning initiation leads to greater melanoma risk due to more frequent and persistent behavior. Despite this, there are no published studies exploring the predictors of indoor tanning initiation in teen populations. PURPOSE: This longitudinal study uses latent profile analysis to examine indoor tanning initiation in indoor tanning risk subgroups from a national sample of female adolescents. METHODS: Latent profile analysis used indoor tanning beliefs and perceptions to identify indoor tanning initiation risk subgroups. The teens in each subgroup were reassessed on indoor tanning initiation after a year. RESULTS: Three subgroups were identified: a low risk, anti-tanning subgroup (18.6 %) characterized by low scores on positive indoor tanning belief scales and high scores on beliefs about indoor tanning dangers; a moderate risk aware social tanner subgroup (47.2 %) characterized by high scores on positive indoor tanning belief scales but also high scores on beliefs about indoor tanning dangers; and a high risk risky relaxation tanner subgroup (34.2 %) characterized by high scores on positive indoor tanning belief scales and low scores on beliefs about indoor tanning dangers. Teens in the aware social tanner and risky relaxation tanner subgroups were significantly more likely to initiate indoor tanning in the following year. CONCLUSIONS: These findings highlight the need to identify teens at risk for indoor tanning initiation and develop tailored interventions that will move them to the lowest risk subgroup. Subgroup correlates suggest parent and peer-based interventions may be successful.
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Comportamento do Adolescente/psicologia , Conhecimentos, Atitudes e Prática em Saúde , Banho de Sol/psicologia , Adolescente , Criança , Feminino , Humanos , Estudos Longitudinais , Assunção de RiscosRESUMO
BACKGROUND: Nearly 1 in 5 of the fatalities in alcohol-related crashes are passengers. Few studies have utilized theory to examine modifiable psychosocial predictors of individuals' tendencies to be a passenger in a vehicle operated by a driver who has consumed alcohol. This study used a prospective design to test a dual-process model featuring reasoned and reactive psychological influences and psychosocial constructs as predictors of riding with drinking drivers (RWDD) in a sample of individuals aged 18 to 21. METHODS: College students (N = 508) completed web-based questionnaires assessing RWDD, psychosocial constructs (attitudes, expectancies, and norms), and reasoned and reactive influences (intentions and willingness) at baseline (the middle of the spring semester) and again 1 and 6 months later. Regression was used to analyze reasoned and reactive influences as proximal predictors of RWDD at the 6-month follow-up. Subsequent analyses examined the relationship between the psychosocial constructs as distal predictors of RWDD and the mediation effects of reasoned and reactive influences. RESULTS: Both reasoned and reactive influences predicted RWDD, while only the reactive influence had a significant unique effect. Reactive influences significantly mediated the effects of peer norms, attitudes, and drinking influences on RWDD. Nearly all effects were constant across gender except parental norms (significant for females). CONCLUSIONS: Findings highlight that the important precursors of RWDD were reactive influences, attitudes, and peer and parent norms. These findings suggest several intervention methods, specifically normative feedback interventions, parent-based interventions, and brief motivational interviewing, may be particularly beneficial in reducing RWDD.
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Dirigir sob a Influência/psicologia , Assunção de Riscos , Adolescente , Atitude , Feminino , Humanos , Masculino , Modelos Psicológicos , Estudos Prospectivos , Normas Sociais , Adulto JovemRESUMO
BACKGROUND: Previous work examining college drinking tendencies has identified a disproportionately small (20%), but uniquely high-risk group of students who experience nearly 50% of the reported alcohol-related consequences (i.e., the multiple repeated consequences, or MRC, group). With the goal of reducing drinking-related consequences later in college, this study sought to identify potential MRC group members in their first semester by examining: (i) early-risk subgroups based on analysis of early-risk screening constructs (e.g., age of drinking onset, middle school alcohol exposure, high school drinking, and consequences); and (ii) their association with MRC criteria early in the first semester of college. METHODS: A random sample of 2,021 first-year college student drinkers (56% female) completed a web-based drinking survey in their first semester on campus. RESULTS: Latent class analysis revealed 4 early-risk subgroups: (i) an early-onset risk group who endorsed early age of drinking onset and engaged in heavy middle and high school drinking (10%); (ii) a late-onset risk group who engaged in weekend drinking and drunkenness and experienced 6 or more unique consequences as seniors in high school (32%); (iii) an early-onset limited risk group who only endorsed early age of onset and middle school drinking (3%); and (iv) a minimal risk group who did not engage in any early-risk behaviors (55%). Members of both the early- and late-onset risk groups had significantly higher odds of MRC membership in their first semester of college (9.85 and 6.79 greater, respectively). CONCLUSIONS: Results suggest age of onset, middle and high school drinking and drunkenness, and frequency of unique consequences could be particularly useful in brief screening tools. Further, findings support early screening and prevention efforts for MRC membership prior to college matriculation.
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Consumo de Bebidas Alcoólicas/psicologia , Transtornos Relacionados ao Uso de Álcool/psicologia , Assunção de Riscos , Estudantes/psicologia , Universidades , Adolescente , Fatores Etários , Consumo de Bebidas Alcoólicas/prevenção & controle , Criança , Feminino , Inquéritos Epidemiológicos , Humanos , Masculino , Instituições Acadêmicas , Adulto JovemRESUMO
BACKGROUND: This study examined how well students estimate their overall drinker type and the relation between the accuracy of this estimation with alcohol-related consequences. The study also explored the association between psychosocial alcohol variables and underestimation or overestimation of drinker type. METHODS: College students (n = 1,895) completed questionnaires at baseline (precollege matriculation) assessing self-reported drinker types (SI), protective and risky drinking behaviors, drinking expectancies, attitudes, and norms. Postbaseline assessment occurred during the fall semester sophomore year and included the number and type of alcohol consequences experienced during the previous year. Students' SIs were coded as accurate, overestimated, or underestimated relative to their empirically derived latent class analytic drinker class. The association between drinker type accuracy and consequences and membership in the high-risk Multiple and Repeated Consequence group was assessed, as was the relationship between the psychosocial alcohol variables and accuracy. RESULTS: Eighteen percent of students underestimated and 10% overestimated their drinker type. Students who under- or overestimated their drinker type reported experiencing more consequences, even after controlling for drinking. Increases in positive alcohol expectancies, protective and risky drinking behaviors, and descriptive peer norms were positively associated with underestimation of drinker type. Only protective and risky drinking behaviors were associated with overestimation. CONCLUSIONS: This study underscores the importance of accurate estimation of drinker type and the risk of experiencing alcohol consequences. Future research and intervention strategies are discussed.
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Consumo de Bebidas Alcoólicas/epidemiologia , Consumo de Bebidas Alcoólicas/psicologia , Assunção de Riscos , Estudantes/psicologia , Universidades/tendências , Adolescente , Feminino , Seguimentos , Humanos , Masculino , Adulto JovemRESUMO
Research on parent-based interventions (PBIs) to reduce college student drinking has explored the optimal timing of delivery and dosage. The present study extended this work by examining the effectiveness of three different PBI conditions on student drinking outcomes as a function of parenting types and students' pre-college drinking patterns. Four hypotheses were evaluated (early intervention, increased dosage, invariant, and treatment matching risk). A random sample of 1,900 college students and their parents was randomized to four conditions: (1) pre-college matriculation, (2) pre-college matriculation plus booster, (3) post-college matriculation, or (4) control, and was assessed at baseline (summer prior to college) and 5-month follow-up. Baseline parent type was assessed using latent profile analysis (positive, pro-alcohol, positive, anti-alcohol, negative mother, and negative father). Student drinking patterns were classified at baseline and follow-up and included: non-drinker, weekend light drinker, weekend heavy episodic drinker, and heavy drinker. Consistent with the treatment matching risk hypothesis, results indicated parent type moderated the effects of intervention condition such that receiving the intervention prior to college was associated with lower likelihood of being in a higher-risk drinking pattern at follow-up for students with positive, anti-alcohol, or negative father parent types. The findings are discussed with respect to optimal delivery and dosage of parent-based interventions for college student drinking.
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Consumo de Bebidas Alcoólicas/prevenção & controle , Poder Familiar , Universidades , Adolescente , Adulto , Feminino , Humanos , MasculinoRESUMO
Excessive alcohol consumption represents a significant concern on U.S. college campuses, and there is a need to identify students who may be at risk for engaging in risky alcohol use. The current study examined how variables measured prior to college matriculation, specifically alcohol-related decision-making variables drawn from the Theory of Reasoned Action (i.e., alcohol expectancies, attitudes, and normative beliefs), were associated with patterns of alcohol use prior to and throughout the first semesters of college. Participants were 392 undergraduate students (56% female) from a large Northeastern U.S. university. Decision-making variables were assessed prior to college matriculation, and alcohol use was measured with five assessments before and throughout freshman and sophomore semesters. Latent profile analysis was used to identify types of students with distinct patterns of decision-making variables. These decision-making profiles were subsequently linked to distinct patterns of alcohol use using latent transition analysis. Four distinct decision-making profiles were found and were labeled "Anti-Drinking," "Unfavorable," "Mixed," and "Risky." Five drinking patterns were observed and included participants who reported consistently low, moderate, or high rates of alcohol use. Two patterns described low or non-drinking at the pre-college baseline with drinking escalation during the measurement period. Students' likelihood of following the various drinking patterns varied according to their decision-making. Findings suggest the early identification of at-risk students may be improved by assessing decision-making variables in addition to alcohol use. The findings also have implications for the design of early identification assessments to identify at-risk college students and for the targeting of alcohol prevention efforts to students based on their alcohol-related attitudes and beliefs.
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Consumo de Bebidas Alcoólicas/prevenção & controle , Tomada de Decisões , Universidades , Adolescente , Comportamento do Adolescente , Consumo de Bebidas Alcoólicas/epidemiologia , Feminino , Humanos , Masculino , Medição de Risco , Fatores de Risco , Inquéritos e Questionários , Estados Unidos/epidemiologiaRESUMO
BACKGROUND: Limited research considers the quantity and potency of cannabis products along with social context on the subjective effects of real-world cannabis use. AIMS: This study examined the subjective effects of acute use as a function of Δ9-tetrahydrocannabinol (THC) and cannabidiol (CBD) doses and social context during cannabis use episodes. METHOD: Ninety-six participants (43.75% male, Mage = 35.73) reporting weekly cannabis use completed a baseline self-report battery assessing cannabis use. Then, THC and CBD potency and quantity of the cannabis product, social context, and subjective experience were assessed through self-initiated surveys after cannabis use episodes during a 14-day ecological momentary assessment (EMA). RESULTS: Greater feeling high and liking were significantly associated with a higher THC dose than one's average (b = 0.03, p < 0.001; b = 0.02, p < 0.001) and social use (b = 0.38, p < 0.001; b = 0.20, p = 0.01). A higher CBD dose than one's average (b = 0.01, p = 0.04) was significantly associated with greater liking. A significant interaction effect of THC dose and social context (b = 0.01, p = 0.02) was observed such that solitary use had a negative association between THC dose and disliking (b = -0.01, p = 0.04), and social use had a null association (b = 0.003, p = 0.25). Individuals with greater cannabis problems reported lower liking (b = -0.18, p = 0.03) and higher disliking (b = 0.08, p = 0.02), but not feeling high, on average, across the EMA protocol. CONCLUSION: Social context plays an important role in the subjective experience of cannabis use. Interventions targeting cannabis problems could highlight the evidence that individuals with greater cannabis problems might experience less liking but more disliking in general across use episodes to effectively challenge expectancies/motives of use.
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OBJECTIVE: Individuals with type 1 diabetes (T1D) have increased risk for cognitive dysfunction and high rates of sleep disturbance. Despite associations between glycemia and cognitive performance using cross-sectional and experimental methods few studies have evaluated this relationship in a naturalistic setting, or the impact of nocturnal versus daytime hypoglycemia. Ecological Momentary Assessment (EMA) may provide insight into the dynamic associations between cognition, affective, and physiological states. The current study couples EMA data with continuous glucose monitoring (CGM) to examine the within-person impact of nocturnal glycemia on next day cognitive performance in adults with T1D. Due to high rates of sleep disturbance and emotional distress in people with T1D, the potential impacts of sleep characteristics and negative affect were also evaluated. METHODS: This pilot study utilized EMA in 18 adults with T1D to examine the impact of glycemic excursions, measured using CGM, on cognitive performance, measured via mobile cognitive assessment using the TestMyBrain platform. Multilevel modeling was used to test the within-person effects of nocturnal hypoglycemia and hyperglycemia on next day cognition. RESULTS: Results indicated that increases in nocturnal hypoglycemia were associated with slower next day processing speed. This association was not significantly attenuated by negative affect, sleepiness, or sleep quality. CONCLUSIONS: These results, while preliminary due to small sample size, showcase the power of intensive longitudinal designs using ambulatory cognitive assessment to uncover novel determinants of cognitive fluctuation in real world settings, an approach that may be utilized in other populations. Findings suggest reducing nocturnal hypoglycemia may improve cognition in adults with T1D.
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BACKGROUND: The mixing of alcohol and energy drinks (AMEDs) is a trend among college students associated with higher rates of heavy episodic drinking and negative alcohol-related consequences. The goals of this study were to take a person-centered approach to identify distinct risk profiles of college students based on AMED-specific constructs (expectancies, attitudes, and norms) and examine longitudinal associations between AMED use, drinking, and consequences. METHODS: A random sample of incoming freshmen (n = 387, 59% female) completed measures of AMED use, AMED-specific expectancies, attitudes, and normative beliefs, and drinking quantity and alcohol-related consequences. Data were collected at 2 occasions: spring semester of freshmen year and fall semester of sophomore year. RESULTS: Latent profile analysis identified 4 subgroups of individuals: occasional AMED, anti-AMED, pro-AMED, and strong peer influence. Individuals in the pro-AMED group reported the most AMED use, drinking, and consequences. There was a unique association between profile membership and AMED use, even after controlling for drinking. CONCLUSIONS: Findings highlighted the importance of AMED-specific expectancies, attitudes, and norms. The unique association between AMED risk profiles and AMED use suggests AMED use is a distinct behavior that could be targeted by AMED-specific messages included in existing brief interventions for alcohol use.
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Consumo de Bebidas Alcoólicas/psicologia , Bebidas Alcoólicas/estatística & dados numéricos , Bebidas Energéticas/estatística & dados numéricos , Assunção de Riscos , Adolescente , Depressores do Sistema Nervoso Central/administração & dosagem , Etanol/administração & dosagem , Feminino , Humanos , Masculino , Adulto JovemRESUMO
BACKGROUND: Parent-based interventions (PBIs) are an effective strategy to reduce problematic drinking among first-year college students. The current study examined the extent to which student-based characteristics, derived from the Theory of Planned Behavior, moderated 3 PBI conditions: (i) prior to college matriculation (PCM); (ii) PCM with a booster during the fall semester; and (iii) after college matriculation. The moderator variables included injunctive and descriptive peer norms about alcohol use and attitudes toward alcohol use. METHODS: Using data from a randomized control trial delivered to 1,900 incoming college students, we examined differential treatment effects within 4 types of baseline student drinkers: (i) nondrinkers; (ii) weekend light drinkers (WLD); (iii) weekend heavy episodic drinkers; and (iv) heavy drinkers. The outcome variable was based on the transitions in drinking that occurred between the summer prior to college enrollment and the end of the first fall semester and distinguished between students who transitioned to 1 of the 2 risky drinking classes. RESULTS: The results indicated that injunctive norms (but not descriptive norms or attitudes) moderated the differential effects of the PBI with strongest effects for students whose parents received the booster. Differential effects also depended on baseline drinking class and were most pronounced among WLDs who were deemed "high-risk" in terms of injunctive peer norms. CONCLUSIONS: Parental influence can remain strong for young adults who are transitioning to college environments, even among students with relatively high peer influence to drink alcohol. Thus, the PBI represents an effective tool to prevent escalation of alcohol use during the first year of college, when risk is highest and patterns of alcohol use are established.
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Consumo de Bebidas Alcoólicas/psicologia , Conhecimentos, Atitudes e Prática em Saúde , Relações Pais-Filho , Percepção , Estudantes/psicologia , Universidades , Adolescente , Consumo de Bebidas Alcoólicas/epidemiologia , Consumo de Bebidas Alcoólicas/prevenção & controle , Feminino , Seguimentos , Humanos , Masculino , Fatores de Risco , Adulto JovemRESUMO
Stress monitoring is an important area of research with significant implications for individuals' physical and mental health. We present a data-driven approach for stress detection based on convolutional neural networks while addressing the problems of the best sensor channel and the lack of knowledge about stress episodes. Our work is the first to present an analysis of stress-related sensor data collected in real-world conditions from individuals diagnosed with Alcohol Use Disorder (AUD) and undergoing treatment to abstain from alcohol. We developed polynomial-time sensor channel selection algorithms to determine the best sensor modality for a machine learning task. We model the time variation in stress labels expressed by the participants as the subjective effects of stress. We addressed the subjective nature of stress by determining the optimal input length around stress events with an iterative search algorithm. We found the skin conductance modality to be most indicative of stress, and the segment length of 60 seconds around user-reported stress labels resulted in top stress detection performance. We used both majority undersampling and minority oversampling to balance our dataset. With majority undersampling, the binary stress classification model achieved an average accuracy of 99% and an f1-score of 0.99 on the training and test sets after 5-fold cross-validation. With minority oversampling, the performance on the test set dropped to an average accuracy of 76.25% and an f1-score of 0.68, highlighting the challenges of working with real-world datasets.
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Algoritmos , Redes Neurais de Computação , Humanos , Aprendizado de MáquinaRESUMO
BACKGROUND: Negative affect (NA) and craving are often independently examined as precipitators of relapse among individuals with substance use disorders, including opioid use disorder (OUD). Recent ecological momentary assessment (EMA) research has revealed that NA and craving frequently co-occur within individuals. Yet we know little about the general patterns of, and variability in, within-person associations between NA and craving, as well as whether the nature and degree of within-person NA-craving coupling predicts post-treatment time-to-relapse. METHODS: Seventy-three patients (77 % male, Mage = 30.10, Range = 19-61) in residential treatment for OUD took part in a 12-day, 4× daily smartphone-based EMA study. Linear mixed-effects models tested within-person, day-level associations between self-reported NA and craving during treatment. The study used Person-specific slopes (i.e., average within-person NA-craving coupling for each participant) estimated from the mixed-effects model in survival analyses with Cox proportional hazards regression models to determine if between-person differences in the within-person coupling predicted post-treatment time-to-relapse (operationalized as the return to problematic use of any substance except tobacco), and whether this prediction was similar across patients' average levels of NA and craving intensity. The study monitored relapse through a combination of hair samples and reports from patients or alternative contacts via a voice response system twice a month for up to 120 days or more following discharge. RESULTS: Among the 61 participants with time-to-relapse data, those with stronger positive within-person NA-craving coupling on average during residential OUD treatment had a lower hazard of relapsing (slower time to relapse) post-treatment than participants with weaker NA-craving slopes. The significant association held after controlling for interindividual differences in age, sex, and average levels of NA and craving intensity. Average NA and craving intensity did not moderate the association between NA-craving coupling and time-to-relapse. CONCLUSIONS: Interindividual differences in average within-person, day-level NA-craving coupling during residential treatment predict OUD patients' post-treatment time-to-relapse.
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Líquidos Corporais , Transtornos Relacionados ao Uso de Opioides , Humanos , Masculino , Adulto , Feminino , Fissura , Avaliação Momentânea Ecológica , Doença Crônica , Transtornos Relacionados ao Uso de Opioides/tratamento farmacológico , AfetoRESUMO
OBJECTIVES: We examined the independent and combined influence of major risk and protective factors on youths' alcohol use. METHODS: Five large data sets provided similar measures of alcohol use and risk or protective factors. We carried out analyses within each data set, separately for boys and girls in 8th and 10th grades. We included interaction and curvilinear predictive terms in final models if results were robust across data sets. We combined results using meta-analytic techniques. RESULTS: Individual, family, and peer risk factors and a community protective factor moderately predicted youths' alcohol use. Family and school protective factors did not predict alcohol use when combined with other factors. Youths' antisocial attitudes were more strongly associated with alcohol use for those also reporting higher levels of peer or community risk. For certain risk factors, the association with alcohol use varied across different risk levels. CONCLUSIONS: Efforts toward reducing youths' alcohol use should be based on robust estimates of the relative influence of risk and protective factors across adolescent environment domains. Public health advocates should focus on context (e.g., community factors) as a strategy for curbing underage alcohol use.