Black Americans' Drug Mortality Increases and Local Employment Opportunities, 2010‒2021.

Objectives. To test the associations between local employment opportunities for the Black workforce and drug mortality among Black Americans, while examining the potential moderating effects of fentanyl seizure rates. Methods. We derived data from the National Center for Health Statistics' restricted-access Multiple Cause of Death file, linked with county-level job counts, drug supply, and other characteristics from the US Census Bureau and the Centers for Disease Control and Prevention. After examining the characteristics of counties by the magnitudes of increases in drug mortality from 2010‒2013 to 2018-2021, we conducted a first-differenced regression analysis to test the associations between the job-to-Black workforce ratio and age-adjusted drug mortality rates among Black Americans in US counties and test the moderating effects of state-level fentanyl seizure rates. Results. One more job per 100 Black workers was associated with 0.29 fewer drug overdose deaths per 100 000 Black Americans in the county. This negative association was stronger in the counties of the states with higher increases in fentanyl seizure rates. Conclusions. Increasing employment opportunities can be an important strategy for preventing Black Americans' drug mortality, especially among those living in areas with higher increases in fentanyl seizure rates. (Am J Public Health. 2024;114(7):729-732. https://doi.org/10.2105/AJPH.2024.307646).

County-level industrial composition of the labor force and drug overdose mortality rates in the United States in 2018-2021.

BACKGROUND: Drug mortality risks vary among industries, creating distinctive geographic patterns across US counties. However, less is known about how local labor market structure relates to drug overdose mortality amid the synthetic opioid era in the United States. This study investigates the relationship between industry-specific job composition and drug overdose mortality at the county level while exploring how fentanyl's presence in illicit drug supplies may moderate the relationship. METHODS: Data were derived from the National Center for Health Statistics' Multiple Cause of Death files for the rates of drug overdose mortality of any intent, linked with four other sources on industry-specific job shares, drug supply, and county-level sociodemographic characteristics and opioid prescribing rates from the US Census Bureau, the CDC, and the Drug Enforcement Administration. Negative binomial regression models were employed to examine associations between county industry-specific job composition and drug overdose mortality, with tests for moderating effects of state-level fentanyl seizure rates. RESULTS: Our models indicate negative associations between job shares of manufacturing, retail trade, and educational services industries and drug overdose mortality. Positive associations were found for arts/entertainment/recreation and public administration. State-level fentanyl seizure rates had moderating effects on administrative/support/waste management/remediation (A/S/WM/R) and educational services. CONCLUSION: Counties with a higher concentration of arts/entertainment/recreation and public administration jobs need targeted efforts to mitigate drug-related overdose risks. Additionally, areas with higher concentrations of A/S/WM/R service jobs, particularly where fentanyl seizure rates are higher, may require proactive harm reduction strategies for reducing overdose risks.

Trends and distinct profiles of persons who inject drugs in the United States, 2015-2019.

Drug injection represents a major health problem in the US, with severe health consequences including the transmission of blood-borne infections. An examination of the most recent trends in drug injection is warranted by the fast-evolving drug epidemic and recent policy changes such as the federal funding ban on needle exchange programs. This research examines current drug injection trends, patterns, and socioeconomic and behavioral profiles of people who inject drugs (PWID). Data were derived from the 2002 to 2019 National Survey on Drug Use and Health (NSDUH). After examining the annual prevalence of drug injection since 2002, a latent class analysis was conducted to identify drug injection and other substance misuse patterns among PWID using the latest (2015-2019) NSDUH datasets. Associations between class membership and behavioral health comorbidities and treatment receipt were also assessed. The drug injection prevalence among US adults aged 18-64 increased from 0.21% in 2002/2004 to 0.36% in 2017/2019. Three distinctive groups were identified: the heroin injection group (45.2%), the methamphetamine injection group (28.0%), and the multi-drug injection group (26.8%). The methamphetamine injection group reported greater risks of experiencing serious psychological distress, suicidality, and limited substance use treatment. Special attention is needed for those who primarily injected methamphetamine. Programs to promote harm reduction and increase access to addiction treatment need to be expanded in at-risk communities while accounting for their distinct socioeconomic and drug use/misuse profiles.

Socioeconomic inequalities and Black/White disparities in US cocaine-involved overdose mortality risk.

PURPOSE: This study examined whether socioeconomic inequalities account for Black/White disparities in: (a) the prevalence of potential risk factors for overdose among adults using cocaine; and (b) national mortality rates for cocaine-involved overdose. METHODS: Data from 2162 Non-Hispanic (NH) Black or White adults (26 +) who reported past-year cocaine use in the 2015-2019 National Survey of Drug Use and Health were analyzed to obtain predicted probabilities of potential overdose risk factors by race and sex, using marginal effects via regression analyses, adjusting for age and socioeconomic indicators. Next, National Center for Health Statistics data (for 47,184 NH Black or White adults [26 +] who died of cocaine-involved overdose between 2015 and 2019) were used to calculate cocaine-involved overdose mortality rates by race and sex across age and educational levels. RESULTS: Several potential overdose vulnerabilities were disproportionately observed among NH Black adults who reported past-year cocaine use: poor/fair overall health; cocaine use disorder; more days of cocaine use yearly; hypertension (for women); and arrests (for men). Adjusting for age and socioeconomic indicators attenuated or eliminated many of these racial differences, although predicted days of cocaine use per year (for men) and cocaine use disorder (for women) remained higher in NH Black than White adults. Cocaine-involved overdose mortality rates were highest in the lowest educational strata of both races; nonetheless, Black/White disparities were observed even at the highest level of education, especially for adults ages 50 + . CONCLUSION: Age and socioeconomic characteristics may account for some, yet not all, of Black/White disparities in vulnerability to cocaine-involved overdose.

Alcohol abstinence and binge drinking: the intersections of language and gender among Hispanic adults in a national sample, 2002-2018.

PURPOSE: Prior research examining alcohol use using national data has often overlooked vital heterogeneity among Hispanics, especially that related to language dominance and gender. We examine the prevalence of alcohol abstinence and-given prior research suggesting that many Spanish dominant Hispanics do not drink-examine rates of binge drinking among past-year alcohol users with a focus on the intersections of language and gender among Hispanics, while drawing comparisons with non-Hispanic (NH) White and NH Black adults. METHODS: Drawing from the National Survey on Drug Use and Health-a nationally representative survey between 2002 and 2018-we examine the year-by-year prevalence of alcohol abstinence and binge drinking among adults ages 18 and older in the United States. RESULTS: A disproportionate number of Spanish-dominant Hispanics abstain from alcohol use (54%), with particularly high levels of alcohol abstinence observed among Spanish dominant women (men: 39%, women: 67%). The prevalence of alcohol abstinence among English-dominant Hispanic men (24%) and women (32%) is far lower, approximating that of NH Whites (men: 23%, women: 32%). Importantly, however, among Spanish-dominant drinkers, the prevalence of binge drinking (men: 52%, women: 33%) is comparable to or greater than NH Whites (men: 42%, women: 32%). Binge drinking levels among English-dominant Hispanic men (50%) and women (37%) are greater than among their NH White counterparts. CONCLUSION: Findings paint a complex picture; consistent with prior research, we see that many Hispanics abstain from alcohol, but we also see new evidence underscoring that-among Hispanic drinkers-the prevalence of binge drinking is disconcertingly elevated.

Mutual Help Group Participation for Alcohol and Drug Problems: Uncovering Latent Subgroups.

Objective: This report aims to identify US mutual help group (MHG) participants' psycho-socio-behavioral profiles. Method: We used data from the 2015-2018 National Survey on Drug Use and Health and the sample included 1022 adults with past-year substance use disorders (SUD). We conducted a latent class analysis to identify subgroups of MHG participants and estimated multinomial logistic regression models to examine the associations between sociodemographic/intrapersonal characteristics and class membership. Results: Analyses identified three latent classes. Class 1 (Low-Risk group, 54%) reported low risks in all correlates except for serious psychological distress (SPD, 33%). Class 2 (Psychological Distress group, 30%) demonstrated high risks of major depressive episodes (86%) and SPD (93%). Class 3 (Criminal Justice System Involvement group, 16%) showed high involvement in arrests (100%) and drug-related arrests (67%) and moderate risks for SPD (54%) and behavioral problems, e.g., drug selling (46%) and theft (35%). Compared to Class 1, Class 2 was more likely to be female, out of the labor force, and to show high risk propensity, and Class 3 was more likely to have lower education and drug use disorders. Class 3 was also less likely to be older, belong to the "other" racial/ethnic category, have lower English proficiency, and report alcohol use disorder. Conclusions: The three subgroups of the US MHG participant population illustrate the complex and heterogeneous psycho-social-behavioral profiles of MHG participants with SUD. MHG referral's effectiveness may be augmented by tailoring it to the patient/client's specific psycho-socio-behavioral profile.

Margin for error: examining racial and ethnic trends in adolescent risk propensity.

BACKGROUND: Relatively little research has accrued examining risk propensity across racial and ethnic groups, especially across time and at the population level. AIMS: Using a margin for error framework to conceptualize risk variation among major racial and ethnic groups, we hypothesize that African American and Hispanic adolescents will be less likely to report engaging in dangerous risk taking acts compared to White adolescents. METHODS: This study examines public-use data collected on risk propensity and risky behaviors among adolescents 12-17 between 2002 and 2018 as part of the National Survey on Drug Use and Health (NSDUH). RESULTS: While we observed decreased trends in risk propensity, controlling for demographic factors, we see significantly greater odds of reporting "never" engaging in risk for fun among NH Black (AOR 2.01, 95% CI 1.85-2.18) and Hispanic youth (AOR 1.47, 95% CI 1.37-1.58) as compared to NH White youth. NH Black (AOR 0.74, 95% CI 0.61-0.89) and Hispanic (AOR 0.83, 95% CI 0.71-0.98) youth are also less likely than NH White youth to report "always" taking risks for fun. Moreover, the risk propensity-risky behaviors link was weaker among African American and Hispanic adolescents. CONCLUSIONS: We find compelling evidence that African American and Hispanic adolescents are less likely to endorse deriving positive reinforcement from potentially dangerous risk taking acts compared to White adolescents. These findings suggest that African American and Hispanic youth may perceive less "margin for error" when navigating their environments.

Trends in Therapeutic Services Participation among U.S. Adolescents Affected by Substance Use, 2002-2017.

Objective: Substance use continues to pose threats to adolescent health and development in the United States (U.S.). Despite evidence of effectiveness, little is known about adolescent participation in self-help groups (e.g., Alcoholic Anonymous, Alateen) and individual/group counseling for coping with own and another family member's substance use. This study provides new information on the prevalence and trends of adolescent participation in self-help groups and counseling for substance use using a nationally-representative sample. Methods: Data was derived from the 2002-2017 National Survey on Drug Use and Health, which include cross-sectional samples of U.S. adolescents aged 12-17 (n=243,618). Specifically, year-by-year prevalence of program participation was estimated, and then the trends were tested using logistic regression analyses while controlling for sociodemographic factors. Results: We found that U.S. adolescents' participation in self-help groups and counseling for substance use decreased from 5.6% in 2002 to 3.4% in 2017, a 39 percent decline that was significant while controlling for sociodemographic confounds (AOR = 0.969, 95% CI = 0.963-0.974). The decreases were most notable among low-income (-39%) and Hispanic (-49%) adolescents. Conclusion: Findings suggest that barriers to therapeutic service use and potential unmet needs among U.S. adolescents, especially low-income and Hispanic adolescents affected by own and family member's substance use, need to be alleviated to promote healthy recovery.

A validation of the Perceived Negative Context of Reception Scale with recently-arrived Venezuelan immigrants in Colombia and the United States.

OBJECTIVES: Millions of Venezuelans have left their country in search of safety and stability in the United States (U.S.) and Colombia, two countries where recent increases in anti-immigrant rhetoric and sentiment have occurred. The Perceived Negative Context of Reception Scale captures the degree to which immigrants report feeling that people from their country are unwanted/marginalized within their new receiving context. In the present study, we examine the psychometric properties of the Perceived Negative Context of Reception Scale with recent Venezuelan immigrant adolescents and adults in the U.S. and Colombia. METHOD: We conducted confirmatory factor analysis using data from the Colombia and Miami's Newest Arrivals (CAMINAR) Study, which collected data from Venezuelan adults in Bogotá, Colombia, and South Florida in October-November 2017, and the Venezolanos en Nuevos Entornos (VENE) Youth Project which surveyed Venezuelan youth living in Florida between November 2018 and July 2019. RESULTS: We found that the negative context of reception evidenced strong psychometric properties among immigrants in both the U.S. and in Colombia, among adolescents and adults, and among male and female respondents. We also found that negative context of reception scores was associated with elevated scores on criterion-related factors-that is, perceived discrimination and depressive symptoms-in ways that are theoretically coherent and support measure validity. CONCLUSION: We provide new evidence that the Perceived Negative Context of Reception scale is reliable and valid for use with Venezuelan immigrants in the U.S. and Colombia. (PsycInfo Database Record (c) 2021 APA, all rights reserved).

Spillover Effects of Job Skills Training on Substance Misuse Among Low-Income Youths With Employment Barriers: A Longitudinal Cohort Study.

Objectives. To examine spillover effects of job skills training (vs basic services only [e.g., adult basic education, job readiness training]) on substance misuse among low-income youths with employment barriers.Methods. Data came from the National Longitudinal Survey of Youth 1997, a longitudinal cohort study of youths born between 1980 and 1984 in the United States. Based on respondents' reports of substance misuse (past-month binge drinking and past-year marijuana and other illicit drug use) from 2000 to 2016, we estimated substance misuse trajectories of job skills training (n = 317) and basic services (n = 264) groups. We accounted for potential selection bias by using inverse probability of treatment weighting.Results. Compared with the basic services group, the job skills training group showed notable long-term reductions in its illicit drug misuse trajectory, translating to a 56.9% decrease in prevalence rates from 6.5% in year 0 to 2.8% in year 16.Conclusions. Job skills training can be an important service component for reducing substance misuse and improving employment outcomes among youths with economic disadvantages and employment barriers.

Trends and mental health correlates of discrimination among Latin American and Asian immigrants in the United States.

PURPOSE: To examine the national trends and mental health correlates of discrimination among Latin American and Asian immigrants in the United States. METHODS: We examine data from the National Epidemiologic Survey on Alcohol and Related Conditions collected between 2004 and 2013. Recurrent discrimination was measured by respondent reports of adverse experiences such as receiving poor treatment in restaurants or being called a racist name. RESULTS: Rates of perceived discrimination increased by more than 80 percent among immigrants from Latin America (from 14% in 2004 to 25% in 2013), but remained unchanged among Asian immigrants (20-22%). Large percentage point (pp) increases were observed among Latin American immigrants with less than a high school education (pp increase = 13.5) and residing in households earning $20-35,000 annually (pp increase = 14.0). CONCLUSIONS: Findings raise concern both because of the inherent iniquitousness of discrimination and because identity-based mistreatment is linked with mental health problems.

Trends in cannabis use among justice-involved youth in the United States, 2002-2017.

BACKGROUND: Little is known regarding trends in cannabis use among justice-involved youth. We hypothesize that cannabis use will be higher over time among justice-involved youth who, on average, are more likely to be exposed to and seek out cannabis. OBJECTIVES: The present study compares trends in cannabis use among justice-involved youth (past year) with youth in the general population age 12-17 who have not been arrested in the past year. METHODS: Public-use data as part of the 2002-2017 National Survey on Drug Use and Health (NSDUH), which does not include state-level identifiers, was used. Males constitute 51% of the total sample. Among justice-involved youth, 66.4% were males. We employed logistic regression analyses with survey year as an independent variable and past-year cannabis use as the dependent variable. A series of logistic regressions examined the association between cannabis use and psychosocial and behavioral factors. RESULTS: The prevalence of past-year cannabis use among justice-involved youth (3.09% of the sample) steadily increased from 54% in 2002 to 58% in 2017 (AOR = 1.018, 95% CI = 1.004-1.034), while the concurrent prevalence of cannabis use among youth with no past year arrests decreased from a high of 14% in 2002 to 12% in 2017 (AOR = 0.993, 95% CI = 0.990-0.997). CONCLUSION: Study findings suggest that cannabis use is increasing among justice-involved youth.

National Trends in Parental Communication With Their Teenage Children About the Dangers of Substance Use, 2002-2016.

Parental engagement is critical to adolescent substance use prevention. However, our understanding of the degree to which parents are actually talking to their children about tobacco, alcohol, and drugs remains limited. The present study provides new evidence on the prevalence and trends of parental substance use communication (PSC) in the United States between 2002 and 2016. Trend analyses were conducted using 15 years of cross-sectional survey data from non-Hispanic White (n = 153,087), Black/African American (n = 35,216), and Hispanic (n = 45,780) adolescents aged 12-17 from the National Survey on Drug Use and Health. Since the early-to-mid 2000s, the rate of past-year PSC declined significantly, even when accounting for sociodemographic factors. We observed particularly noteworthy declines among adolescents residing in households earning less than $20,000 per year, declining by 19% (in relative terms) from a high of 58% PSC in 2003 and 2008 to a low of 47% in 2016. Teens reporting PSC reported higher levels of perceived parental warmth/engagement and consistent discipline/limit setting. Findings underscore the importance of engaging parents, particularly those less likely to talk to their children about substance use, and providing caregivers instruction and encouragement to talk to teens about the very real dangers of substance use.

Gender differences in the trends and correlates of major depressive episodes among juvenile offenders in the United States.

PURPOSE: Although it is well-established that juvenile offenders are at an elevated risk for depression and that, within this group, females have the highest risk, little is known regarding the trends in the prevalence of depression among juvenile offenders in the United States. In the present study, we systematically examine secular trends in major depressive episodes (MDE) and their correlates among male and female juvenile offenders and non-offenders in the United States. METHODS: Data were collected between 2005 and 2014 as part of the National Survey on Drug Use and Health (NSDUH). The NSDUH uses multistage area probability sampling methods to select a representative sample of the civilian, non-institutionalized population in the United States. Participants included 171,118 youth aged 12-17 (159,449 non-offenders and 11,669 offenders). The primary variable of interest was self-reported past year MDE. Logistic regression assessed whether sociodemographic factors and psychosocial and behavioral correlates affected the risk of MDE. RESULTS: Between 2005 and 2014, the prevalence of MDE among female youth increased for both offender and non-offender groups: from 24.4% to 33.0% for the offenders and from 12.4% to 16.7% for the non-offenders. No significant trend changes were observed among male youth. In both male and female juvenile offenders, MDEs were associated with increased risk of illicit drug use (males OR=1.61, 95% CI=1.18-2.18; females OR=1.83, 95% CI=1.45-2.31). Additional correlates include alcohol use among male offenders (OR=1.36, 95% CI=1.01-1.83), and binge drinking in female offenders (OR=1.24, 95% CI=1.02-1.49). CONCLUSIONS: The prevalence of past year major depressive episodes is increasing for female juvenile offenders, highlighting a need for improved efforts to target these populations for prevention and treatment.

Abstention from Drug Use and Delinquency Increasing among Youth in the United States, 2002-2014.

BACKGROUND: Trends in abstaining from substance use and delinquency among adolescent's ages 12-17 in the United States was examined. METHODS: Data was derived from the National Survey on Drug Use and Health (NSDUH) involving non-Hispanic white, African American, and Hispanic respondents (n = 98,620) and spanning the years 2002-2014. Logistic regression was used to examine significance of trend year and correlates of low-risk and high-risk behavioral groups relative to abstaining. RESULTS: Overall, the prevalence of abstaining was 47.56% between 2002 and 2014. Prevalence increased significantly among all adolescents from 44.85% in 2002 to 53.58% in 2014. Relative to abstainers nonabstaining youth were more likely to be male, and report lower household income, poorer grades, depression, and lower levels of parental affirmation and control. CONCLUSIONS: Findings indicate that there is a corresponding increase in abstaining mirroring the recent decreases found in adolescent drug use found in national surveys.

Prevalence and correlates of alcohol and tobacco use among pregnant women in the United States: Evidence from the NSDUH 2005-2014.

Alcohol and tobacco use during pregnancy are among the strongest and most preventable risk factors for adverse neonatal health outcomes, but few developmentally sensitive, population-based studies of this phenomenon have been conducted. To address this gap, the present study examined the prevalence and correlates of alcohol and tobacco use among pregnant adolescents (aged 12-17) and adults (aged 18-44) in the United States. Data were derived from the population-based National Survey of Drug Use and Health (80,498 adolescent and 152,043 adult women) between 2005 and 2014. Findings show disconcerting levels of past-month use among pregnant women with 11.5% of adolescent and 8.7% of adult women using alcohol, and 23.0% of adolescent and 14.9% of adult women using tobacco. Compared to their non-pregnant counterparts, pregnant adolescents were less likely to report past 30-day alcohol use (AOR=0.52, 95% CI=0.36-0.76), but more likely to report past 30-day tobacco use (AOR=2.20, 95% CI=1.53-3.18). Compared to their non-pregnant adult counterparts, pregnant adults were less likely to report using alcohol (AOR=0.06, 95% CI=0.05-0.07) and tobacco (AOR=0.47, 95% CI=0.43-0.52). Compared to pregnant abstainers, pregnant women reporting alcohol/tobacco use were more likely to have had a major depressive episode in the past 12months, report criminal justice system involvement, and endorse comorbid alcohol/tobacco use. Given alcohol and tobacco's deleterious consequences during pregnancy, increased attention to reducing use is critical. Findings suggest that tobacco use is especially problematic for both adolescents and adults and is strongly linked with depression and criminal justice involvement, especially among adults.

Military service and crime: new evidence.

BACKGROUND: Evidence indicates that a substantial proportion of military personnel are involved in high-risk and antisocial behaviors that place them at jeopardy for criminal justice system involvement. However, prior research on military service and crime has disproportionately focused on veterans from the Vietnam War era (1955-1975), and has tended to focus on either current or former military members. METHODS: This study employed data from a population-based study (i.e., National Study on Drug Use and Health [NSDUH] between 2002 and 2014). It systematically examines the prevalence of self-reported antisocial behaviors, criminal justice system involvement, and substance abuse among the US civilian population and military service members, including reservists (n = 2206) and those who reported having been separated or retired from military service (n = 20,551). These factors are further examined across the developmental spectrum of adulthood (ages 18-34, 35-49, and 50-64). RESULTS: Results showed that military members were more prone to lifetime arrests and overall substance misuse. However, additional findings emerged suggesting that, while the military population overall seems to be positively associated with higher criminal activity than that found in the civilian population, these findings were based on a specific subgroup of the veteran population. This subgroup is comprised of individuals who likely did not fit in with the military culture and were discharged from the military early in their careers. CONCLUSION: Additional research on identifying this subgroup of military members is encouraged to better concentrate on prevention and treatment measures.

A scoping review of law enforcement drug seizures and overdose mortality in the United States.

BACKGROUND: Leveraging law enforcement drug seizure data to better respond to the overdose crisis requires an understanding of available evidence and knowledge gaps regarding relationships between drug seizures and overdose mortality. OBJECTIVE: This scoping review summarized peer-reviewed literature on associations between law enforcement drug seizures and drug-related mortality in the United States (US) in the era of illicitly-manufactured fentanyl, comparing study data sources, measures, methodologies, settings, and findings. METHODS: We identified 388 non-duplicate records from three online databases searched on May 23, 2023. After title/abstract and full-text screening by two independent reviewers, 14 studies met the criteria for inclusion. The included studies tested the association between a measure related to law enforcement drug seizures and an overdose mortality outcome in the US and were published in English, in peer-reviewed journals, during or after 2013. RESULTS: Four of 14 studies (29%) included data from the entire US, while the remaining studies focused on an individual state/city/county or a group of states/cities/counties. Synthetic opioid/fentanyl seizures represented the most frequently examined drug seizure category, and overdose deaths overall (involving any drugs) represented the most frequently examined outcome. Most studies used counts/rates of drug seizures, with fewer studies examining dosage/weight, drug combinations, the proportion of drug seizures involving a specific drug, or spatiotemporal distribution. The majority (86%) of studies reported at least one statistically significant positive association between a law enforcement drug seizure measure and an overdose mortality outcome, most consistently for fentanyl-related seizures. Results were relatively less consistent for seizures involving stimulants and other drugs. CONCLUSIONS: Studies in this review provided consistent evidence that fentanyl-related seizure measures are positively associated with overdose mortality outcomes, despite the limitations inherent in drug seizure data, even in the absence of available information regarding seizure weight or dosage.

A machine learning approach using migration-related cultural stress to classify depression and post-traumatic stress disorder among hurricane survivors.

BACKGROUND: Data science approaches have increasingly been used in behavioral health research and may be useful for addressing social factors contributing to disparities in health status. This study evaluated the importance of cultural stress-related factors in classifying depression and post-traumatic stress disorder (PTSD) among adult survivors (N = 319) of Hurricane Maria who migrated from Puerto Rico to the United States mainland. METHODS: We evaluated the performance of random forests (RF) and logistic regression (LR) for classifying PTSD and depression. Models included demographic, hurricane exposure, and migration-related cultural stress variables. We inspected area under the receiver operating characteristic curve (AUC), accuracy, balanced accuracy, F1 score, precision, recall, and specificity. RESULTS: Negative context of reception and language-related stressors were moderately important for accurately classifying depression and PTSD. For classifying depression, RF showed higher accuracy, balanced accuracy, specificity, precision, and F1. For classifying PTSD, RF showed higher accuracy, specificity, precision, and F1. LIMITATIONS: A more thorough classification model would also include biomarkers (e.g., of allostatic load), family, community, or neighborhood-level attributes. Findings may not generalize to other groups who have experienced crisis-related migration. CONCLUSIONS: Findings underscore the importance of culturally and linguistically appropriate and trauma-informed clinical services for recent migrants. Use of assessments to identify pre-migration and post-migration stressors could inform clinical practice with migrants presenting with behavioral health-related difficulties.

Workplace alcohol and other drug policy and support services in the United States, 2015-2019.

BACKGROUND: Despite their growing popularity, the extent and nature of workplace alcohol and other drug (AOD) policy and support services in the United States remain unclear. The present study examined the availability of AOD policies and support services in workplaces. Also, the associations between a combination of these workplace measures and the current AOD consumption (focusing on binge drinking, use of marijuana and other illicit drugs, and nonmedical use of prescription drugs) were assessed. METHODS: Pooled Data from the 2015-2019 National Survey on Drug Use and Health (NSDUH) were utilized to examine a nationally representative sample of 131,751 employed adults. First, the rates of those who reported having a written AOD policy at their workplaces among the total sample and subpopulations across socioeconomic status, and those who reported an employee assistance program or other counseling services for substance use problems were estimated. Then the associations between a combination of the two workplace measures and individuals' current AOD consumption were tested using multinomial logistic regression analyses. RESULTS: Although 77.2% of employed individuals reported having a written AOD policy at their workplaces, only 50% of the sample had access to support services for substance use problems. The limited access to support services was most notable among traditionally disadvantaged groups (e.g., females, Hispanics, and individuals with limited English proficiency). The models suggest that having both a workplace AOD policy and support services was associated with significantly lower rates of marijuana and other illicit drug use compared to having neither of the two measures or only support services. CONCLUSION: Regardless of workplace AOD policies, the limited availability of support services, especially for disadvantaged workers, raises concerns. While further investigation is needed to understand the effectiveness of the comprehensive prevention approaches at workplaces, it is also important to advocate for the potential benefits of having employee assistance or other services available along with AOD policies.