Enhancing Drug Overdose Mortality Surveillance Through Natural Language Processing And Machine Learning, Patrick J. Ward

Theses and Dissertations--Epidemiology and Biostatistics

Epidemiological surveillance is key to monitoring and assessing the health of populations. Drug overdose surveillance has become an increasingly important part of public health practice as overdose morbidity and mortality has increased due in large part to the opioid crisis. Monitoring drug overdose mortality relies on death certificate data, which has several limitations including timeliness and the coding structure used to identify specific substances that caused death. These limitations stem from the need to analyze the free-text cause-of-death sections of the death certificate that are completed by the medical certifier during death investigation. Other fields, including clinical sciences, have utilized …

The Lived Experience Of Hope In The Midst Of Recovery From A Substance Use Disorder: A Phenomenology, Mary Katherine Lance

Theses and Dissertations--Family Sciences

Substance use disorder (SUD) is difficult to treat, as evidenced by its high prevalence and relapse rates. Research shows, however, that hope may have the potential to create effective and efficient change in the way we prevent and treat SUD. In order to utilize hope in this way, we must have a good understanding of what hope is. This phenomenological study aims to explore and describe the essence of hope through the lived experience of individuals in recovery from a SUD. Through interviews with 20 informants to generate data and an iterative interpretative process to identify shared meanings, hope emerged …

Sexual Expression And Self-Confidence In Long-Distance Relationships, Morgann Kidwell

Theses and Dissertations--Family Sciences

Little is known about the impact of distance on sexual expression and self-confidence in long-distance relationships, especially as mediated by technology. The purpose of the present study is to investigate how sexual expression and self-confidence vary in romantic relationships between those in long- versus short-distance relationships. Data from 327 participants—156 in long-distance relationships and 171 in short-distance relationships—were collected via Amazon MTurk. Results indicate that forms of technology-mediated sexual expression are widely used in long-distance relationships. Technology-mediated sexual expression is positively associated with sexual satisfaction in both long- and short-distance relationships; however, technology-mediated sexual expression was not statistically associated with …

Psychological Distress And Relationship Satisfaction Among Survivors Of Sexual Violence, Alyssa Campbell

Theses and Dissertations--Family Sciences

The World Health Organization (WHO; 2002) has indicated that sexual violence is a serious public health concern, and both the WHO and the United Nations (UN) have declared that violence against women, in particular, is a profound violation of human rights (UN General Assembly, 1993; WHO, 2017). Although the systemic and negative impact of trauma on family and intimate relationships have been well documented, the empirical literature regarding the effects of adult sexual trauma on relationship satisfaction is less robust. These studies are designed to address this gap and will do so with analyses centered on an understudied population: the …

Anxiety Screening In Children & Adolescents With Type 1 Diabetes Using The Gad-7 Tool, Allison B. Reynolds

DNP Projects

BACKGROUND: Children and adolescents with type 1 diabetes (T1DM) can encounter a variety of factors that affect proper management of their diabetes, including mental health. Youth with diabetes have significantly higher rates of depression, anxiety, and mental health problems compared to the general population. Anxiety is especially prevalent. PURPOSE: The objective of this project was to evaluate anxiety screening of children and adolescents with T1DM during their routine diabetes visits. Specifically, to assess for any trends in anxiety levels and patient characteristics including demographics, insulin regimen and A1C levels. METHODS: A cross- sectional, retrospective review of ambulatory electronic health records …

Positive Reflective Journaling As A Tool For Managing Stress And Promoting A Healthy Work Environment In Nursing Academia, Roxanne Gall

DNP Projects

Abstract

Background: Teaching and nursing are consistently cited as the two occupations that work under the highest levels of occupational stress. Positive Reflective Journaling may be a tool that helps to manage stress and influence a healthy work environment in academic nursing settings.

Purpose: The purpose of this study was to investigate whether Positive Reflective Journaling could be used as an adjunct to reduce stress and support a healthy working environment in

nursing academia.

Methodology: Eighty-six faculty and staff from a University based School of Nursing were invited to participate in the study. A positive reflective journaling exercise was evaluated …

Religious Beliefs And Behaviors As Predictors Of Substance Use In First-Year College Students: A Longitudinal Study, Hannah B. Mcgee

Theses and Dissertations--Psychology

Substance use is prevalent on college campuses (e.g., Douglas et al., 1997) and can create significant negative consequences (Kodjo & Klein, 2002; NIAAA, 2006). Research suggests that religious beliefs and religious behaviors interact to predict risky substance use in first-year undergraduate students, such that students with religious beliefs but no corresponding behaviors are at risk for significant alcohol use and related problems (Brechting et al., 2010; Cole et al., 2020). However, these studies have only been cross-sectional in nature.

The current study assessed longitudinally if the interaction of religious beliefs/behaviors influenced first-year undergraduate student substance use across the early adjustment …

Behavioral And Enhanced Perinatal Intervention (B-Epic): A Randomized Trial Targeting Tobacco Use Among Opioid Dependent Pregnant Women, Amanda Fallin-Bennett, Michelle R. Lofwall, Teresa M. Waters, Paul Nuzzo, Janine Barnett, Letitia Ducas, Andrea Mccubbin, Niraj R. Chavan, Lisa Blair, Kristin Ashford

Nursing Faculty Publications

Background

Opioid use during pregnancy is a significant public health issue. The standard of care for treating opioid use disorder during pregnancy includes medications for opioid disorder (MOUD). However, tobacco use often goes unaddressed among pregnant women on MOUD. In 2018, our team received a National Institute on Drug Abuse (NIDA) funded R34 to conduct a three year-randomized trial to test the feasibility of a novel tobacco intervention for pregnant women receiving MOUD.

Aims

The aims of this study are: (1) to determine the impact of the B-EPIC intervention on maternal tobacco use and stage of change; (2) to determine …

Covid-19 And Opioid Use In Appalachian Kentucky: Challenges And Silver Linings, Rachel Vickers-Smith, Hannah L.F. Cooper, April M. Young

Journal of Appalachian Health

Appalachian Kentucky is currently fighting two public health emergencies – COVID-19 and the opioid epidemic – leaving the area strapped for resources to care for these ongoing crises. During this time, people who use opioids (PWUO) have increased vulnerability to fatal overdoses and drug-related harms (e.g., HIV). Disruption of already limited services posed by COVID-19 could have an especially detrimental impact on the health of PWUO. Though the COVID-19 pandemic is jeopardizing hard-won progress in fighting the opioid epidemic, innovations in state policy and service delivery brought about by the pandemic may improve the health of PWUO long-term if they …

Substance Use Prevention Services In Juvenile Justice And Behavioral Health: Results From A National Survey, Rodney Funk, Hannah K. Knudsen, Larkin S. Mcreynolds, John P. Bartkowski, Katherine S. Elkington, Ellen H. Steele, Jessica M. Sales, Christy K. Scott

Behavioral Science Faculty Publications

BACKGROUND: This study examined the national availability of substance use prevention (SUP) within juvenile justice (JJ) and their primary behavioral health (BH) providers, and the relationships between the availability of SUP and agency-level measures of organizational structure, staffing, and youth characteristics. A three-stage national probability sampling process was used to select participants for a national survey that included, among other facets of community supervision (CS) and BH practices, questions on agency characteristics, youth characteristics, whether the agency/provider directly provided SUP services, and whether the agency/provider directly provided substance use and/or mental health treatment. This paper focuses on SUP services along …

A Nutritional And Environmental Analysis Of Local Food Pantries Accessible To College Students In Rural North Carolina, Emily E. Frymark, Jonathon Stickford, Alisha Farris

Journal of Appalachian Health

Introduction: Food insecurity is a growing concern among college students and is especially prevalent in rural areas. Food pantries often serve as a resource to food insecure individuals yet, their policies, standards, and nutritional quality vary due to the unpredictability of food donations.

Purpose: To examine the nutritional quality of food items and adherence of best practices at local food pantries accessible to college students near a university in rural Appalachia.

Methods: Three food pantries in North Carolina were selected due to their proximity to a local, rural university. Food items were analyzed for nutrient and food …

Psychosocial Mediators Of Perceived Stigma And Suicidal Ideation Among Transgender Women, Krishna Kiran Kota, Laura F. Salazar, Rachel E. Culbreth, Richard A. Crosby, Jamal Jones

Health, Behavior & Society Faculty Publications

BACKGROUND: Transgender women (TGW) in the U.S. experience high rates of stigma, depression, and elevated rates of suicide. This study examined correlates of suicidal ideation and estimated the conditional indirect effects of perceived stigma and psychosocial mediators on suicidal ideation.

METHODS: Using a cross-sectional study design, TGW (N = 92) were recruited through snowball sampling in Atlanta, Georgia. Structured interviews were conducted. Suicidal ideation was assessed by combining two variables that measured suicidal thoughts. Logistic regression models were performed to identify the potential risk and protective factors for suicidal ideation. We examined hypothesized psychosocial factors, including anxiety, depression, psychosocial impact …

Access To Autism Spectrum Disorder Services For Rural Appalachian Citizens, Angela Scarpa, Laura S. Jensen, Denis Gracanin, Sharon L. Ramey, Angela V. Dahiya, L. Maria Ingram, Jordan Albright, Alyssa J. Gatto, Jen P. Scott, Lisa Ruble

Journal of Appalachian Health

Background: Low-resource rural communities face significant challenges regarding availability and adequacy of evidence-based services.

Purposes: With respect to accessing evidence-based services for Autism Spectrum Disorder (ASD), this brief report summarizes needs of rural citizens in the South-Central Appalachian region, an area notable for persistent health disparities.

Methods: A mixed-methods approach was used to collect quantitative and qualitative data during focus groups with 33 service providers and 15 caregivers of children with ASD in rural southwest Virginia.

Results: Results supported the barriers of availability and affordability of ASD services in this region, especially relating to the need for more ASD-trained providers, …

Relationship Between Initial Prescription Opioid Exposure Length And Future Opioid Use Disorder Diagnosis In Opioid Naive Adolescents, Eric Lindahl

Theses and Dissertations--Pharmacy

Objectives: The long-term risks associated with the use of short-term prescription opioids in opioid naïve adolescents in not well characterized. The purpose of this study was to explore the potential association between the days’ supply of the initial prescription opioid exposure and the rates of diagnosed OUD in the subsequent 3-year period. Methods: We conducted a retrospective cohort study using a nationwide database of commercially-insured adolescents aged 12-17 at the time of the index opioid fill. A multivariable Cox Proportional Hazard regression model was developed to analyze the association of interest while accounting for known risk factors for the development …

National Guard Members With Suicide Ideation: The Impact Of Stigma, Mental Health, And Trauma History On Treatment-Seeking Outcomes, Amy Brown

Theses and Dissertations--Social Work

Background. Veterans are overrepresented among suicide deaths in the United States, representing 20% of annual suicide deaths but only about 1% of the U.S. population (Department of Veteran Affairs, 2010). Of all military suicide deaths in 2016, one-third (33.4%) were in the National Guard or Reserves (Department of Defense, 2018). Previous suicidal ideation or behavior (SIB) has been shown to increase risk of subsequent ideation or behavior in both active duty and veteran samples (Bryan, Rudd, & Wertenberger, 2016; Hazlett et al., 2016) but studies of SIB specific to National Guard service members were not found.

Access and Barriers to …

Stress And Cancer Treatment: How A Family’S Adaptability And Cohesion Affects Financial Stress, Emily Marie Johnson

Theses and Dissertations--Family Sciences

According to the American Cancer Society (2019), it is estimated that 1,762,450 new cancer diagnoses occurred in 2019 in the United States. Currently, cancer remains one of the leading causes of death worldwide (American Cancer Society, 2019). As cancer affects the family, roles within the family will shift (e.g., transitioning to a caregiving relationship), causing each family member to adapt. With the costs of cancer steadily increasing, this potentially leaves a devastating impact on the family. When considering family function in terms of Family Systems, John Rolland created the Family Systems Illness Model to explain how families adapt to an …

Briding The Gap: Treatment Engagement Profiles And Outcomes Utilizing Novel Models, Allison Koetter

Theses and Dissertations--Public Health (M.P.H. & Dr.P.H.)

Background. The opioid epidemic is a public health emergency that requires collaboration between both private and public sectors to increase access to and capacity for efforts directed at treatment, prevention, and recovery. The Commonwealth of Kentucky via funding from the Substance Abuse and Mental Health Services Administration (SAMHSA) created their State Targeted Response to the Opioid Crisis (Opioid STR) in order to help address these needs. The University of Kentucky, as an awardee of these funds, decided on an approach to highlight the Emergency Department (ED) bridge model, which links patients discharged from EDs and the hospital (inpatient addiction consult …

Neonatal Abstinence Syndrome: Effectiveness Of Targeted Umbilical Cord Drug Screening In Determining Risk Of Withdrawal, Alecia Karr

DNP Projects

Neonatal Abstinence Syndrome (NAS) is a condition in which an infant experiences withdrawal from uterine exposure to various substances such as caffeine, nicotine, amphetamines, THC, opioids, benzodiazepines, and other types of substances. Depending on the severity of the symptoms, these infants may experience a longer hospital stay and may need treatment and monitoring in the neonatal intensive care unit (NICU), resulting in an increase in healthcare costs. The objective of this project was to determine if targeted drug screening of newborns was effective in determining infants at risk of NAS based on a positive screening result. This study utilized a …

Evaluating Providers’ Perceptions On Preconception Care For Women With Sud, Corinna Hughes

DNP Projects

Background: Substance use disorders (SUDs) has become an epidemic. Women of reproductive age with SUDs have particularly complex healthcare needs including an increased risk of having an unintended pregnancy and associated sequela of negative birth outcomes (NBO). Little is known about how medication assisted treatment (MAT) providers are adequately addressing their unique needs. Identifying provider barriers and tools to address the reproductive needs of women with SUDs can optimize their health outcomes and prevent NBOs.

Purpose: The purpose of this study was to evaluate MAT Nurse Practitioners’ (NPs) knowledge and perceptions of providing preconception care to women with …

Ethanol Sustains Phosphorylated Tau Protein Immunofluorescence In The Cultured Neonatal Rat Hippocampus: Implications For Fetal Alcohol Spectrum Disorders, Caleb Seth Bailey

Theses and Dissertations--Psychology

Fetal Alcohol Spectrum Disorders (FASDs) are comprised of developmental, behavioral, and cognitive abnormalities caused by prenatal alcohol exposure, affecting an estimated 2%-5% of childrenand costing up to $4 billion annually in the United States alone. Although some behavioral therapies can help, the biochemical mechanisms that underpin FASDs need further elucidation for development of more efficacious therapeutics. The tau protein modulates cytoskeletal structure in neurons, and thereby plays an integral role in proper development and function of the central nervous system, but its function is altered by its phosphorylation state, such that increased phosphorylation reduces tau protein function. The tau protein …

Escalation And Reinstatement Of Fentanyl Self-Administration In Male And Female Rats, Samantha G. Malone

Theses and Dissertations--Psychology

Escalation of intake and craving are two DSM-5 hallmark symptoms of opioid use disorder (OUD). Objectives: This study determined if escalation measured by long access (LgA) self-administration and craving measured by reinstatement are related. Adult male and female Sprague-Dawley rats were trained to self-administer (SA) fentanyl across 7 daily 1-h sessions, followed by 21 SA sessions of either 1- or 6-h duration. Assignment to short access (ShA) and long access (LgA) groups was randomly determined for both males and females. Following 14 1-h extinction sessions, Experiment 1 assessed reinstatement induced by either fentanyl (10 or 30 μg/kg) or yohimbine (1 …

Enhancing Timeliness Of Drug Overdose Mortality Surveillance: A Machine Learning Approach, Patrick J. Ward, Peter J. Rock, Svetla Slavova, April M. Young, Terry L. Bunn, Ramakanth Kavuluru

Kentucky Injury Prevention and Research Center Faculty Publications

BACKGROUND: Timely data is key to effective public health responses to epidemics. Drug overdose deaths are identified in surveillance systems through ICD-10 codes present on death certificates. ICD-10 coding takes time, but free-text information is available on death certificates prior to ICD-10 coding. The objective of this study was to develop a machine learning method to classify free-text death certificates as drug overdoses to provide faster drug overdose mortality surveillance.

METHODS: Using 2017–2018 Kentucky death certificate data, free-text fields were tokenized and features were created from these tokens using natural language processing (NLP). Word, bigram, and trigram features were created …

The Importance Of Shared Language In Rural Behavioral Health Interventions: An Exploratory Linguistic Analysis, Michele Staton, Jennifer Cramer, Robert Walker, Claire Snell-Rood, Athena Kheibari

Behavioral Science Faculty Publications

A focus on the use of shared language to enhance congruence in interventionist-client dialogue is missing from traditional research on evidence-based practices and rural behavioral health. This study incorporates qualitative interactional sociolinguistics, which includes discourse analysis (typically written or audio recordings of face-to-face encounters with 11 clients and a study interventionist), to describe those speech patterns in a broad sense (dialect), as well as more specific use of communicative strategies to increase parity in the interaction between a rural interventionist delivering an evidence-based practice in the context of a research study with rural women opioid users in a non-therapeutic context. …

Adult Food Security And The Relationship With Adverse Childhood Experiences Among Residents Of Appalachian North Carolina, Manan Roy, Erin Bouldin, Maggie Bennett, Adam Hege

Journal of Appalachian Health

Introduction: The Appalachian region has worse health outcomes than the remainder of the United States. These disparities are often linked to the underlying social and environmental determinants of health. Adverse childhood experiences (ACEs) are associated with poor health outcomes across the lifespan and have a significant impact on future social determinants as an adult, including food security status.

Purpose: To explore the relationships between ACEs and food security among adults in the Appalachian counties of North Carolina and make comparisons with the rest of the state.

Methods: Researchers used North Carolina’s 2012 Behavioral Risk Factor Surveillance System data; namely, …

A Comparison Of Appalachian And Non-Appalachian Kentucky Dui Offenders, Megan F. Dickson, Megan Kissel, J. Matthew Webster

Journal of Appalachian Health

Background: Driving under the influence has been an overlooked consequence of the opioid epidemic. Although recent reports have highlighted the increased prevalence of DUI in rural communities and the extensive mental health problems and criminal and drug use histories among rural Appalachian DUI offenders, it is unclear how Appalachian DUI populations compare to DUI offenders in other regions.

Purpose: To help fill this void in the literature, the current study uses a statewide sample to examine how Appalachian DUI offenders differ from non-Appalachian DUI offenders in a predominantly rural state.

Methods: Assessment records were examined for 11,640 Kentucky DUI offenders …

Staying Out: Reentry Protective Factors Among Rural Women Offenders, Michele Staton, Megan F. Dickson, Martha Tillson, J. Matthew Webster, Carl G. Leukefeld

Behavioral Science Faculty Publications

The current study examines protective factors for women who transition from county jails to rural Appalachian communities, areas with limited health and behavioral health services. The study included drug-using women recruited from three jails in rural Appalachia and followed-up at 12-months post-release. Analyses focused on differences between women who remained in the community and those who returned to custody, as well as a multivariate model to determine protective factors for reentry success. At the bivariate level, staying out of jail was associated with being older, having a job, not using drugs, stable housing, receiving health treatment, and having prosocial peers. …

Association Of Naloxone Coprescription Laws With Naloxone Prescription Dispensing In The United States, Minji Sohn, Jeffery C. Talbert, Zhengyan Huang, Michelle R. Lofwall, Patricia R. Freeman

Institute for Pharmaceutical Outcomes and Policy Faculty Publications

Importance: To mitigate the opioid overdose crisis, states have implemented a variety of legal interventions aimed at increasing access to the opioid antagonist naloxone. Recently, Virginia and Vermont mandated the coprescription of naloxone for potentially at-risk patients.

Objective: To assess the association between naloxone coprescription legal mandates and naloxone dispensing in retail pharmacies.

Design, Setting, and Participants: This was a population-based, state-level cohort study. The sample included all prescriptions dispensed for naloxone in the retail pharmacy setting contained in IQVIA's national prescription audit, which represents 90% of all retail pharmacies in the United States. The unit of observation was state-month …

Timely Linkage Of Individuals To Substance Use Disorder Treatment: Development, Implementation, And Evaluation Of Findhelpnowky.Org, Terry Lee Bunn, Dana Quesinberry, Tyler Jennings, Amber Kizewski, Heather Jackson, Sarah Mckee, Sarah Eustice

Kentucky Injury Prevention and Research Center Faculty Publications

Background: Substance use disorders (SUD) have steadily increased over the last two decades. Seeking SUD treatment involves searching SUD treatment facility types (inpatient, outpatient and intensive outpatient, residential and family residential, and detoxification facilities) that offer specialized SUD treatment depending on individual needs and preferences. Referrals to SUD treatment require innovative strategies that rapidly link individuals to SUD treatment when they are at the critical stage of readiness. The aim of this study was to develop, implement, and evaluate a user-friendly SUD treatment facility opening availability website called FindHelpNowKY.org. The objectives of the study were to 1) recruit SUD treatment …

Adgrl3 (Lphn3) Variants Predict Substance Use Disorder, Mauricio Arcos-Burgos, Jorge I. Vélez, Ariel F. Martinez, Marta Ribasés, Josep A. Ramos-Quiroga, Cristina Sánchez-Mora, Vanesa Richarte, Carlos Roncero, Bru Cormand, Noelia Fernández-Castillo, Miguel Casas, Francisco Lopera, David A. Pineda, Juan D. Palacio, Johan E. Acosta-López, Martha L. Cervantes-Henriquez, Manuel G. Sánchez-Rojas, Pedro J. Puentes-Rozo, Brooke S. G. Molina, Mta Cooperative Group, Margaret T. Boden, Deeann Wallis, Brett Lidbury, Saul Newman, Simon Easteal, James Swanson, Hardip Patel, Nora Volkow, Maria T. Acosta, Francisco X. Castellanos, Jose De Leon

Psychiatry Faculty Publications

Genetic factors are strongly implicated in the susceptibility to develop externalizing syndromes such as attention-deficit/hyperactivity disorder (ADHD), oppositional defiant disorder, conduct disorder, and substance use disorder (SUD). Variants in the ADGRL3 (LPHN3) gene predispose to ADHD and predict ADHD severity, disruptive behaviors comorbidity, long-term outcome, and response to treatment. In this study, we investigated whether variants within ADGRL3 are associated with SUD, a disorder that is frequently co-morbid with ADHD. Using family-based, case-control, and longitudinal samples from disparate regions of the world (n = 2698), recruited either for clinical, genetic epidemiological or pharmacogenomic studies of ADHD, we …

Patterns And Predictors Of Chronic Opioid Use In Older Adults: A Retrospective Cohort Study, Gyeon Oh, Erin L. Abner, David W. Fardo, Patricia R. Freeman, Daniela C. Moga

Epidemiology and Environmental Health Faculty Publications

Background

Given the controversy around the effectiveness of opioid treatment for chronic pain and the lack of detailed guidance for prescribing opioids in older adults, the objectives of this study were to estimate the trajectories and predictors of opioid use in older adults.

Methods

Data were extracted from the National Alzheimer’s Coordinating Center (2005–2017). Group-based trajectory modeling was used to identify the patterns of opioid use (any or strong) among participants age 65+. We used multivariable logistic regression with backward selection to evaluate demographics and comorbidities as potential predictors of trajectory membership.

Results

Among 13,059 participants, four trajectories were identified …