Jascha Wagner’s research while affiliated with Texas A&M International University and other places

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Publications (12)


The Drug Overdose Epidemic in the U.S.-Mexico Border Region: Shifts, Progression, and Community Characteristics
  • Article

October 2023

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45 Reads

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3 Citations

Citlaly B. Palau

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Mika Akikuni

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Belinda Latsky-Campbell

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Jascha Wagner

Objective: Previous studies show the reach of the current drug overdose epidemic into the U.S.-Mexico border region, albeit with a unique border-specific wave pattern compared to national waves and a delayed onset of fentanyl involvement (Wave I: 2002-2011, Wave II: 2012-2016, and Wave III: since 2017). The objective of this study is to examine the community predictors and the progression of overdose deaths across the U.S-Mexico border-specific epidemic waves. Method: Descriptive epidemiological profile of border communities across the unfolding of the opioid epidemic, integrated data from the CDC-WONDER multiple causes of death data set, the CDC SVI, Uniform Crime Report, and the Behavioral Risk Factor Surveillance System. Using spatially adjusted Bayes rates by border-specific epidemic waves, we provide a descriptive profile of the spatial unfolding of the drug overdose epidemic. Negative binomial regression models assessed community predictors of overdose deaths across waves. Results: Spatial analysis identified moderate to steep increases in drug overdose deaths over the three waves along the border. The impact and unfolding of the epidemic in the U.S.-Mexico border region were not uniform and affecting communities with differing severity and timing. Our study also finds support for social vulnerability and community violence as predictors of overdose deaths over the current wave of the epidemic. Conclusion: Findings suggest that more disadvantaged U.S.-Mexico border communities may encounter increasing rates of overdose death over the coming years. Interventions need to target not only the supply side but also the underlying social root causes for sustainable overdose prevention.


Race and Rationality Revisited: an Empirical Examination of Differential Travel Patterns to Acquire Drugs Across Geographic Contexts

October 2023

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24 Reads

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2 Citations

American Journal of Criminal Justice

Jascha Wagner

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Ellen A. Donnelly

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[...]

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Tammy L. Anderson

The journey to drug crime literature has found that, in cities, Black people travel shorter distances from their homes before being arrested relative to White people. Per race and rationality theory, the racialization of space shapes the decision-making processes of people arrested for drug offenses. Because residential segregation patterns and racialized social structures differ across levels of urbanization, this study uses negative binomial regression models to evaluate Black-White differences in journeys to crime for drug possessions, and the study assesses socioeconomic and opportunity characteristics of offense locations at the micro-level using drug arrest reports across the State of Delaware. We find that travel distances and predictors of offense locations differ across geographic areas (i.e., small cities, suburban areas, small towns, rural areas, and touristic rural areas). A place’s racial composition, concentrated disadvantage, and opportunity characteristics differently impact offense locations across geographic areas. Accordingly, in studying journeys to crime, researchers should consider the various ways that race shapes constructions of crime and place across the rural–urban continuum.


Tukey's HSD Results Assessing Differences between Specific Seasons
An Examination of Seasonal Trends in Delaware Drug Overdoses, 2016-2020
  • Article
  • Full-text available

December 2021

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62 Reads

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4 Citations

Delaware Journal of Public Health

Objective: To examine whether overdose deaths and related metrics-overdose calls for service to police and non-fatal overdose emergency department visits-in Delaware follow within-year (i.e., seasonal) patterns during the most recent years of the opioid epidemic (2016-2020). Methods: We begin by providing descriptive statistics on yearly trends in overdose metrics, followed by Analysis of Variance (ANOVA) to analyze whether seasonal variations have a significant impact on the patterns of Delaware's overdose metrics while controlling for annual variations. Results: We find yearly variations across the three overdose-related metrics, with overdose deaths reporting the only consistent increases per year. Within-year, or seasonal, variations show the spring months have the most consistent increases in overdose deaths and overdose calls for service across years we studied. Finally, we report significant differences for all overdose metrics across years and seasons. Conclusions: As in prior studies, we find significant variation in overdose-related metrics by season in Delaware. Policy implications: These findings lend support to existing interventions in slowing yearly growth in overdose deaths. However, allocation of resources and interventions to specific times of the year-when overdoses are highest-may further reduce risks and harms.

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The Current Community Context of Overdose Deaths: Relations among Drug Types, Drug Markets, and Socioeconomic Neighborhood Characteristics 1

August 2021

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61 Reads

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12 Citations

Sociological Forum

Increases in opioid overdose deaths have been pronounced throughout the nation. The current narrative about them stresses their reach into middle-class America while theories that link substance use etiology and drug markets, such as availability-proneness theory, suggest that lower-income communities should be most impacted. The latter might be especially true due to the increased involvement of cheap and highly potent fentanyl. This study uses group-based multi-trajectory models and path analysis to assess relations among neighborhood opioid-overdose death trends, drug type compositions, and socioeconomic neighborhood characteristics across Delaware from 2013 to 2017. We find support for availability-proneness theory, insofar as drug availability and substance use are associated with neighborhoods in the trajectory groups with the highest overdose death rates. Moreover, we find that neighborhood disadvantage is associated with increased drug availability as well as substance use. Our results also suggest that open-air drug market access might be associated with an increased risk of fentanyl and heroin exposure which, in turn, can lead to spikes in overdoses net of other risk factors. Overall, our findings reveal the social character of the opioid epidemic and inform the literature on social inequality and drug use. We highlight the need for community reinvestment and harm reduction strategies to alleviate the drug problems in the most disadvantaged communities.


Opioids, Race, Context, and Journeys to Crime: Analyzing Black–White Differences in Travel Associated With Opioid Possession Offenses

April 2021

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43 Reads

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9 Citations

Criminal Justice and Behavior

Journeys to crime, or distances traveled from residences to places of alleged crimes, describe how people enter into the criminal justice system. Race, as an ascribed characteristic of individuals and a determinant of community conditions, introduces disparities in journeys to crime. Use of opioids among nonurban, White populations and changing law enforcement responses prompt inquiry into how race affects journeys to crime associated with opioid possession. This study evaluates Black–White differences in travel among persons arrested for opioid possession in Delaware. It applies race and rationality theory to assess the effects of race and racialized context on travel patterns. Multilevel models reveal travel to possess opioids is greater for White relative to Black Delawareans. Community conditions such as marijuana possession arrest rates and concentrated disadvantage have varying impacts on travel from various geographic areas. Racial–spatial differences in travel show persistent disparities in drug law enforcement amid efforts to curb opioid misuse.


Figure 1. Study design and population: data linkage methods, exclusions, and sample size. 1 Rx ¼ prescription medication in PDMP.
Prescription Drug Histories among Drug Overdose Decedents in Delaware

June 2020

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63 Reads

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7 Citations

Background: The US opioid epidemic largely featured deaths from prescribed medications during Wave 1 (1990–2010), but its progression since then has resulted more so from deaths to illegal opioids—such as heroin (Wave 2 – 2010–2013) and fentanyl (Wave 3 – 2013-present). As deaths to illegally manufactured fentanyl have increased, attention to the role of prescribed opioids may be waning. However, the shifting nature of today’s opioid epidemic demands we monitor how both legal and illegal drugs are involved in overdose deaths. Objectives: The purpose of our study is to investigate the prescription drug (Rx) records of overdose death decedents to illuminate the continued role of prescribed medications in Wave 3 deaths. Methods: We matched drug overdose death data and prescription drug monitoring data to investigate the prescription drug records (i.e. types of opioids and other medications) of Delaware, USA, decedents who died from a drug overdose death between January 1, 2013, and March 31, 2015 (27 months). Results: Fentanyl decedents differed significantly from other decedents in prescribed medications, including the amount and proximity of opioid and Rx fentanyl prescriptions before death. These relationships held while controlling for demographic characteristics and contributing health conditions. Conclusions: Our findings show a continued presence of Rx opioids in overdose deaths and that those dying from fentanyl had different Rx records than those who died from other drugs. Continued monitoring of Rx drugs, improved toxicology testing and greater data access for more research should follow to inform effective interventions.


Figure 1. T statistics of calls for service for overdoses rates on opioid-related possession arrest rates by race.
Figure 2. Block group clusters in Delaware.
Summary Statistics of Block Groups (2015-2017).
Summary Statistics of Block Group Clusters.
Geographically Weighted Regression Block Group Cluster Estimates of Opioid-Related Possession Arrest Rates by Race.
Opioids, Race, and Drug Enforcement: Exploring Local Relationships Between Neighborhood Context and Black–White Opioid-Related Possession Arrests

March 2020

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173 Reads

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25 Citations

Criminal Justice Policy Review

Opioid abuse has redefined drug problems in communities and shifted police activities to redress substance use. Changing neighborhood context around opioid issues may affect arrests and racial disparities in their imposition. This study presents a spatial analysis of arrests involving Blacks and Whites for possession of heroin, synthetic narcotics, and opium offenses. We identify the ecological conditions associated with opioid-related arrests using geographically weighted regression (GWR) methods that illuminate local patterns by allowing coefficients to vary across space. GWR models reveal spatial and racial differences in opioid-related possession arrest rates. Calls for police service for overdoses increase White arrests in more advantaged, rural communities. Economic disadvantage and racial diversity in neighborhoods more strongly elevate possession arrest rates among Blacks relative to Whites. Overdose calls predict Black arrests in poorer urban areas. Findings underscore police responsiveness to opioid problems and Black–White differences in how opioid users interact with the criminal justice system.


Figure 1a. Trend in the crude overdose death rate involving any opioid, by gender and age group: Delaware, 2013-2017
Is the Gender Gap in Overdose Deaths (Still) Decreasing? An Examination of Opioid Deaths in Delaware, 2013–2017

January 2020

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54 Reads

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24 Citations

Journal of Studies on Alcohol and Drugs

Objective: Drug overdoses among men have historically outnumbered those among women by a large margin. Yet, U.S. research on the first wave of the opioid epidemic involving prescription opioids has found women to be at increased risk. The current study considers if the narrowing gender gap in overdose deaths, as observed during the first wave, has continued into the most recent third wave, dominated by synthetic opioid deaths. This requires consideration of interactions between gender, age, and type of drug implicated. Method: Drawing on 2013-2017 Delaware toxicology reports for a total of 890 overdose deaths involving opioids, we distinguished between four gender/age groups--women 15-44, women 45-64, men 15-44, and men 45-64--to calculate crude death rates, male-to-female death rate ratios, and younger-to-older death rate ratios by type of opioid. Results: Opioid overdose death rates during the third wave increased among both men (+102%) and women (+46%), but the larger increase among men resulted in an increase in the male-to-female death rate ratio (from 1.9 to 2.6). This trend was driven by the growing contribution of fentanyl (from 16% to 76%) and heroin overdose deaths (from 27% to 50%) compared with other opioid overdose deaths, which disproportionately affected men and younger individuals. Higher male-to-female death rate ratios were observed among older, compared with younger, individuals. Conclusions: Overdose deaths seem to have returned to a historically familiar pattern of dominance by younger males. Our findings suggest the gender-age distribution in deaths to specific opioid types must be considered for effective intervention.


Revisiting Neighborhood Context and Racial Disparities in Drug Arrests Under the Opioid Epidemic

September 2019

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55 Reads

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20 Citations

Race and Justice

As opioid addiction has risen in recent years, racial disparities in drug arrests may be changing in their size and sources. Neighborhood conditions, like economic disadvantage and racial composition, are powerful determinants of racial differences in arrests. Overdoses and police responses to these incidents may, however, alter the neighborhood context of drug arrests, especially those tied to heroin, synthetic narcotics, and related opium derivatives offenses. This study revisits the environmental correlates of arrest disparities by conducting a neighborhood-level analysis of Black–White differences in drug possession and selling arrests by substance type across the State of Delaware. Spatial model estimates suggest economic disadvantage and racial diversity in neighborhoods substantially increase Black arrest rates. Conversely, White arrest rates grow with more calls for service for overdose incidents, racial homogeneity, and to a lesser extent, economic disadvantage within a community. Disparities in arrest also vary by substance type, as heroin arrests for Whites are most correlated with higher overdose service calls relative to White arrests for marijuana, cocaine, and other substances or Black arrests for any substance. Results underscore the need to reexamine neighborhood conditions and arrest disparities due to emerging shifts in drug use and drug law enforcement.


Heat map of selected ACS population characteristics for geodemographic classified neighborhoods. Neighborhoods are ranked from 1 (Highest) to 8 (Lowest) depending on the percentage of the ACS characteristic they contain. Darker shadings indicate a higher rank and a higher percentage
Narrative overview of neighborhood types
Understanding Geographic and Neighborhood Variations in Overdose Death Rates

April 2019

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84 Reads

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35 Citations

Journal of Community Health

The current opioid epidemic continues to challenge us in new and potentially troubling ways. For example, research today finds more overdose deaths occurring in rural, rather than urban, geographic areas. Yet, studies have often ignored heterogeneities within these spaces and the neighborhood variations therein. Using geodemographic classification, we investigate neighborhood differences in overdose death rates by geographical areas to further understand where and among what groups the problem might be most concentrated. For deaths between 2013 and 2016, we find significant variation in rates among neighborhoods, defined by their socio-economic and demographic characteristics. For example, overdose death rates vary up to 13-fold among neighborhoods within geographic areas. Our results overall show that while the rural or urban classification of a geographic area is important in understanding the current overdose problem, a more segmented analysis by neighborhood’s socio-economic and demographic makeup is also necessary.


Citations (11)


... We are in the midst of an opioid epidemic that has caused the death of over 100,000 people per year. The great majority of deaths are due to opioid-induced respiratory depression (0IRD) [1,2]. The present epidemic is largely related to fentanyl and synthetic fentanyl derivatives, as implicated in 68% of drug overdose deaths in 2022. ...

Reference:

Respiratory Depression Associated with Opioids: A Narrative Review
The Drug Overdose Epidemic in the U.S.-Mexico Border Region: Shifts, Progression, and Community Characteristics
  • Citing Article
  • October 2023

... Johnson and Carter (2021) argue that constrained journeys to crime for Black suspects capture the larger effects of segregation on movement patterns. However, White suspects are also similarly inhibited in their distances traveled, especially when considering differences in the types of neighborhoods targeted (see also Wagner et al., 2023). These patterns are consistent across the time of day, which suggests that darkness does not counteract the risks associated with further travel for either Black or White suspects. ...

Race and Rationality Revisited: an Empirical Examination of Differential Travel Patterns to Acquire Drugs Across Geographic Contexts
  • Citing Article
  • October 2023

American Journal of Criminal Justice

... Additionally, Fig. 2 provides an overview of monthly OOD rates by county. The plot shows relatively consistent monthly rates across the two-year period, with expected seasonal variations [29][30][31]. In order to assess if COVID and/or COVID public health restrictions had a meaningful and measurable effect on OOD rates, we conducted a paired mean difference estimation for comparator months across all three counties. ...

An Examination of Seasonal Trends in Delaware Drug Overdoses, 2016-2020

Delaware Journal of Public Health

... Even dispensaries and production facilities are viewed, at best, as a sort of devil's bargain with tax revenues, a means to offset potential disruptions. Neighborhood residents fear the development of drug markets in or near treatment centers, because drug markets have been linked to higher rates of drug use and addiction (Wagner et al., 2021), a concentration of destitute drug users seeking other basic needs (McClean, 2012), and general public nuisances in neighborhoods and on public transit (Van Hout & Bingham, 2013). ...

The Current Community Context of Overdose Deaths: Relations among Drug Types, Drug Markets, and Socioeconomic Neighborhood Characteristics 1
  • Citing Article
  • August 2021

Sociological Forum

... At present, the journey to crime literature on race, drug offenses, and racialized space has primarily focused on major U.S. cities (Pettiway, 1995;Williams & Metzger, 2010) 1 and the sociodemographic characteristics of a drug buyer's residential community (Donnelly et al., 2021;Johnson & Carter, 2019). Large cities, however, do not reflect the living context of many Black and White Americans (Ocejo et al., 2020). ...

Opioids, Race, Context, and Journeys to Crime: Analyzing Black–White Differences in Travel Associated With Opioid Possession Offenses
  • Citing Article
  • April 2021

Criminal Justice and Behavior

... The analysis of specific DMI and relationship with antecedent CS dispensing requires a linkage between drug poisoning death certificate and PDMP records. While currently not possible at the national level, state or local-level studies have analyzed linked cross-sectional datasets, providing an opportunity to examine different root causes of drug poisoning [11][12][13][14][15][16][17][18]. The use of static cross-sectional linked datasets, however, precludes ongoing surveillance. ...

Prescription Drug Histories among Drug Overdose Decedents in Delaware

... These authors found that police decisions to arrest are highly correlated with both the racial identity of the person being arrested as well as where the offense took place. In their study conducted in Delaware, Donnelly et al. (2020Donnelly et al. ( , 2022 found that the economic disadvantage and racial diversity of communities are both significantly associated with higher arrest rates of Black people, compared with non-Hispanic White people. Similarly, Fielding-Miller et al. (2020) found that Black men were arrested at disproportionately higher rates in communities with greater proportions of non-Hispanic White female residents. ...

Opioids, Race, and Drug Enforcement: Exploring Local Relationships Between Neighborhood Context and Black–White Opioid-Related Possession Arrests

Criminal Justice Policy Review

... Demographic characteristics of race/ethnicity (non-Hispanic white, non-Hispanic Black, Hispanic, and Mixed/Other), post high school education (completed post high school education or not), gender (male, female, or transgender [all]), and age (number of years) were examined as covariates given evidence from extant literature supporting a relationship with overdose, and/or due to interest in adjusted effects after controlling for these demographic characteristics (53)(54)(55). Other covariates listed below were examined based on theoretical and empirical support of their potential confounding of the association between housing instability and lifetime overdose count. ...

Is the Gender Gap in Overdose Deaths (Still) Decreasing? An Examination of Opioid Deaths in Delaware, 2013–2017

Journal of Studies on Alcohol and Drugs

... The prevalence of substance use disorders is similar across non-Hispanic White subpopulations (7.2%), Black subpopulations (9.2%), and Latino subpopulations (7.2%), yet disparities exist in the resulting consequences such as policing, health outcomes and access to treatment (3). For instance, the rates of arrest for possession and selling of any substance are higher for Black people than White people (4). Compared to non-Latino White adolescents with substance use disorders, Black adolescents reported receiving less specialty and informal care, and Latino adolescents reported receiving less informal care (5). ...

Revisiting Neighborhood Context and Racial Disparities in Drug Arrests Under the Opioid Epidemic
  • Citing Article
  • September 2019

Race and Justice

... While there were significant relationships found between the volume of alcohol sold and opioid poisoning deaths, the effect was very small. Lastly, the results here are most useful for the more populous areas in NH and additional explanatory models would be needed to better understand patterns of overdose deaths within rural areas of the state [40]. ...

Understanding Geographic and Neighborhood Variations in Overdose Death Rates

Journal of Community Health