Epidemiology Commons^™

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 …

Perinatal Anxiety And Depression During The Covid 19 Pandemic, Helen Xumin Chen, Nancy Selix, Marcianna Nosek

DNP Qualifying Manuscripts

Abstract

The novel coronavirus disease 2019 (COVID-19) outbreak places perinatal women at higher risk of developing anxiety and depression. Uncertainty, fear, and confusion in medical, social, economic, occupational and political aspects of life in the US add to existing stressors that perinatal women experience. To optimize the quality of perinatal care during the pandemic, appropriate mental health interventions must be implemented to prevent and alleviate perinatal anxiety and depression and improve maternal and infant outcomes. Measures include increased screening, non-pharmacologic and/or pharmacologic interventions and the use of telehealth for care delivery.

Keywords: perinatal anxiety, perinatal depression, COVID-19, SARS CoV-2, maternal …

Factors Associated With Binge Drinking During The Transition Into Adulthood: Exploring Associations Within Two Distinct Young Adult Age Ranges, Tamara Leech, Sarah Jacobs, Denis Watson

Department of Public Health Scholarship and Creative Works

Background:

Binge drinking among young adults aged 18-21 years has declined over the past decade, but binge drinking rates among people 22-25 years old have remained largely the same. This steady trend in later years represents a departure from the traditional course of maturing out of risky alcohol use, perhaps because young adults are delaying the transition into adulthood.

Aims:

This paper explores the relationship between binge drinking and aspects of the transition into adulthood that could inform interventions targeting these two distinct groups of young adults.

Methods:

We use survey data on 1,081 young adults aged 18-25 living in …

Cohort Profile: The Kaloleni/Rabai Community Health And Demographic Surveillance System, Anthony Ngugi, Rachel Odhiambo, Felix Agoi, Amyn Lakhani, James Orwa, Jerim Obure, David Mang’Ong’O, Stanley Luchters, Catherine Munywoki, Anisa Omar, Marleen Temmerman

Population Health, East Africa

Why was the cohort set up?In many resource-constrained settings, availability of reli-able vital statistics and health information is limited bylack of proper system for civil registration and health infor-mation. This is further limited by the fact that the majorityof population health events, such as births, morbidity andmortality, occur outside the reach of these systems. In par-ticular, obtaining credible data from rural and remote ge-ographies can be even more constrained. The developmentof population-based surveillance systems in resource-constrained countries to monitor demographic and healthevents in these countries has as its basis the limited capac-ity of civil registration and health information systems.Locally rooted …

How Misinformation And Mistrust Compound The Threat Of Epidemics, William Boyd

Honors Theses

This thesis was conducted to study the effects of misinformation and medical mistrust on the public health field. I use the events of the Chapare Virus outbreak in Bolivia in the summer of 2019 and the public dialogue during that time period to discuss these themes. I used data from market survey's in La Paz, newspaper articles from Página Siete, and Tweets from the time period of the outbreak. My findings suggest that misinformation and medical mistrust affected public health measures, which has major implications for the way the public health field should address future public health events.

Does Age Affect The Association Between Race/Ethnicity And Hpv Screening: A Retrospective Cohort Study Of United States Women, Keila L. Marlin, Mph, Larissa R. Brunner Huber, Ph.D.

Journal of Health Disparities Research and Practice

Many studies have demonstrated disparities in awareness of and knowledge about human papillomavirus (HPV) among young, immigrant, and minority populations. Yet, there is a lack of existing research that has investigated the role of race/ethnicity and HPV screening, and how it varies by age. The purpose of this study was to evaluate this association using 2016 Behavioral Risk Factor Surveillance System (BRFSS) data. This study included 120,646 women who self-reported information on race/ethnicity, HPV screening, and age. Logistic regression was used to obtain odds ratios (OR) and 95% confidence intervals (CIs). A stratified analysis was conducted to determine if age …

Injection Drug Use And Care Charges For Infective Endocarditis, Verity N. Ramirez, Jenny L. Carwile, Kristina Rokas, Wendy Craig, Kinna Thakarar

Journal of Maine Medical Center

No abstract provided.

The Correlation Between Maternal Postpartum Depression And Child Psychopathology, T'Keyah I. Vaughan

Theses and Dissertations

Background: Postpartum depression (PPD) is a phenomenon that affects nearly 10-15% of pregnancies in the US. It is characterized by depressed mood or anhedonia and lasting for more than 2 weeks. PPD changes how moms interact with family members and child-rearing behavior. Depression is a phenomenon that is also known to affect the psychopathology of children. However, the specifics of how postpartum depression impacts children remains controversial. Many studies do not control for major depressive disorder which makes it difficult to disentangle the impact depression has within the first year of life. Furthermore, other PPD risk factors may be confounding …

Mental Health Service Use In The Kingdom Of Saudi Arabia, Abdulaziz S. Alangari

Graduate Theses, Dissertations, and Problem Reports (ETD)

Objectives: The goal of this project was to increase knowledge concerning the current prevalence, needs and barriers to mental health service use in the Kingdom of Saudi Arabia (KSA). It’s purpose was to gather data that would help to inform future policy decisions aimed at optimizing the use and availability of these services in the KSA. There were three specific aims: 1) Examine the barriers to initiation and continuation of mental health treatment in people with a disorder diagnosed during the previous 12-months. 2) Explore the prevalence and predictors of mental health treatment dropout. 3) Examine the prevalence and patterns …

The Relationship Between Mental Illness And Mass Shooting, Priscilla Ngozi Chukwueke

Walden Dissertations and Doctoral Studies

AbstractWhenever a mass shooting occurs, it impacts the immediate families of the perpetrator, victims, and the whole nation: emotionally and financially. The research on the association between mental illness (MI) and mass shooting fatalities is limited. The purpose of this quantitative, cross-sectional study was to explore the association between MI and mass shooting using the archival data of the Stanford University database of mass shootings in America from 2000 to 2016. The theoretical framework was based on Bronfenbrenner’s social-ecological theory and the cognitive-behavioral theory to explain socio-environmental factors that impact human growth and development. The results showed that the proportion …

Epidemiology Of Marijuana Use And Mental Health In The Context Of Changing Policies, David G. Harvey Ii

Walden Dissertations and Doctoral Studies

There is a growing body of evidence supporting the association between cannabis use and the development of mental health disorders, but few studies have addressed this association following the recent increase in marijuana legalization laws. Therefore, using the social ecological model and the self-medication theory of addiction as theoretical frameworks, the purpose of this retrospective database study was to assess the relationship between marijuana use and major depression and suicidal ideation in both adults and adolescents in 2008 and 2017. Data from the National Survey on Drug Use and Health were analyzed using logistic regression at the p < .05 threshold for statistical significance. Results demonstrated positive, statistically significant relationships between marijuana use and both major depression and suicidal ideation for both adults and adolescents in both 2008 and 2017. Further, the strengths of these relationships generally increased between 2008 and 2017, coincident with the increase in marijuana legalization laws. These findings provide empirical support to the association between cannabis use and the development of mental health disorders, and that the strength of these associations is increasing following the increase in marijuana legalization laws. This study has important implication for positive social change by identifying significant relationships between cannabis use and the development of mental health disorders and revealing that these relationships are strengthening over time, coincident with the increase in marijuana legalization laws.

Association Of Common Chronic Pain Conditions To Incident Alzheimer’S Disease And Related Dementias In Two Cohorts Of Older Medicare Beneficiaries, Sumaira Khalid

Graduate Theses, Dissertations, and Problem Reports (ETD)

Objective: The purpose of this research was to study the collective and incremental association of common non-cancer chronic pain conditions (NCPC) to risk for Alzheimer’s disease and related dementias (ADRD); to explore the potential mediating influence of mood and sleep disorders; and to assess the potential synergistic effects of NCPC’s and multimorbidity on ADRD risk. This research also aimed to study the contribution of NCPC to ADRD risk in poor, rural, underserved United States populations who suffer a disproportionate burden of ADRD risk factors. To achieve these goals, this dissertation pursued three specific aims: 1) assess the association of …

Is There Less Opioid Abuse In States Where Marijuana Has Been Decriminalized, Either For Medicinal Or Recreational Use? A Clin-Iq, Aaron M. Wendelboe, Richard Mathew, Tana Chongsuwat, Elizabeth Rainwater, Mark A. Wendelboe, Elizabeth Wickersham Md, Ann F. Chou

Journal of Patient-Centered Research and Reviews

Opioid use, abuse, and associated mortality have reached an epidemic level. In some states, cannabis is being used to treat chronic pain. To examine the hypothesis that medical marijuana legislation may reduce adverse opioid-related outcomes if patients substitute cannabis for opioids for pain management, we conducted a clinical inquiry (Clin-IQ). We searched Ovid MEDLINE, Ovid MEDLINE In-Process, and Embase for studies using the search terms marijuana, cannabis, legal, marijuana smoking, medical marijuana, opioid-related disorders, cannabis use, medical cannabis, legal aspect, and opiate addiction. We included population-based articles published from January 1, 2012, through December 5, 2018, that assessed the relationship …

Determination Of Cannabinoids, Cathinones, And Synthetic Fentanyls Using Wastewater-Based Epidemiology, Catherine O'Rourke, Bikram Subedi

Posters-at-the-Capitol

Unregulated new psychoactive substances (NPS) in “pure” or “preparation” forms are designed to mimic the effects of controlled substances, and are introduced and reintroduced in the market as a cheap substitute for established regulated drugs in quick succession to loophole the law enforcement efforts on combating drugs. For example, carfentanil, a synthetic opioid activates the opioid receptors similar to morphine but it is astoundingly potent compared to a typical drug of abuse (100 times more potent than fentanyl and 10,000 times more powerful than morphine). Based on the cost- and time-intensive forensic analysis, National Drug Early Warning System reported the …

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 …

Identifying Depression In The National Health And Nutrition Examination Survey Data Using A Deep Learning Algorithm, Jihoon Oh, Kyongsik Yun, Uri Maoz, Tae-Suk Kim, Jeong-Ho Chae

Psychology Faculty Articles and Research

Background

As depression is the leading cause of disability worldwide, large-scale surveys have been conducted to establish the occurrence and risk factors of depression. However, accurately estimating epidemiological factors leading up to depression has remained challenging. Deep-learning algorithms can be applied to assess the factors leading up to prevalence and clinical manifestations of depression.

Methods

Customized deep-neural-network and machine-learning classifiers were assessed using survey data from 19,725 participants from the NHANES database (from 1999 through 2014) and 4949 from the South Korea NHANES (K-NHANES) database in 2014.

Results

A deep-learning algorithm showed area under the receiver operating characteristic curve (AUCs) …

The Correlation Between Undergraduate Students Who Attend The University Recreation Center And Students Exhibiting Symptoms Of An Eating Disorder, Olivia Daniels

Senior Honors Projects, 2010-2019

Background: The prevalence of eating disorders on college campuses indicates an important issue in contemporary society. As students experience a heightened level of freedom, they have the option to explore multiple forms of weight- management, including compulsive exercise.

Methodology: An online survey was distributed to female undergraduate students(n=206) at James Madison University.

Results: A significant relationship was found between eating disorder symptomology and where participants decided to spend their time at the University Recreation Center (UREC), as well as what type of physical activity they chose to perform. A significant inverse relationship between increasing muscle mass and burning calories was …

Great Plains Behavioral Risk Factor Surveillance System Project, Florence G. Duran

Capstone Experience: Master of Public Health

Background: Great Plains American Indians/Alaska Natives (AI/ANs) experience higher mortality rates than Non-Hispanic Whites from the same region. The National Behavioral Risk Factors Surveillance System (BRFSS) survey can have limitations of the estimates the health risks behaviors and services from one Tribal community to another. Goals and Objectives: The goal of this project is to address the lack of Tribal specific data among AI/ANs in the Great Plains region (ND, SD, NE, IA) by using Great Plains Tribal BRFSS data that captured information for three tribes in the Great Plains region. Tribal specific data will allow tribes to access, …

Demographic Factors, Bmi And Diagnosis That Affect The Administration Of Emergency Treatment Orders In Psychiatric Units, France Leandre Md, Liang Hong, Sarah Fayad Md

Psychiatry

Emergency Treatment Orders (ETOs) are defined by Florida Law as an immediate administration of rapid response psychotropic medications to a person with the purpose of expeditiously treat symptoms that if left untreated, present an immediate danger to the safety of the person or others. Current literature have revealed the effectiveness of psychotropic drugs in treating agitation, however epidemiological studies on this practice are still very lacking.

The Shape Study : The Survey Of Health And The Perceived Environment Study., Colette Patrice Davis

Electronic Theses and Dissertations

Introduction: Few studies have considered how an individual’s perception of their built environment may be a risk factor for being overweight or obese. Adolescents may be particularly vulnerable in the context of “impoverished environments”, which they may perceive to be difficult, dangerous, resource deficient, and unaesthetic. This study aids in clarifying how the built environment influences the risk of obesity among adolescents residing in a neighborhood in Louisville, KY. Objective: The overall objective was to conduct a cross-sectional epidemiologic pilot study among adolescents aged 12-17 years residing in West Louisville, Kentucky to evaluate the association between perceptions of …

Adverse Childhood Experiences, Homeless Chronicity, And Age At Onset Of Homelessness, Joseph T. Tucciarone Jr.

Electronic Theses and Dissertations

Childhood adversity is associated with numerous negative outcomes across multiple domains, including mental and physical health, interrelationships, and social functioning. Notably, research suggests that childhood adversity has a dose-response relationship with these outcomes; that is, greater numbers of adverse experiences in childhood are associated with worse outcomes. These outcomes overlap with many risk factors of homelessness. This study sought to address two questions: 1) Does a dose-response relationship exist between childhood adversity and chronic homelessness? 2) Does childhood adversity negatively predict the age at which homelessness first occurs? Adults experiencing homeless who are accessing homeless services in the Tri-Cities area …

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 …

Prevalence Of Alcohol Use: A National Survey Of Deaf Adults In The United States, Poorna Kushalnagar, Traciann Hoglind, Abbi N. Simons, Debra Guthmann

JADARA

Objective: Alcohol is one of the most commonly used substances in the United States. Alcohol consumption has been linked to several sociodemographic and social characteristics in the general population. Research is needed to understand the prevalence of and characteristics related to alcohol use in Deaf adults. Our study purpose was to determine nation-wide prevalence of alcohol use and investigate characteristics related to alcohol consumption in Deaf adults in the United States.

Methods: Secondary data were drawn from the Health Information National Trends in American Sign Language (HINTS-ASL). Self-reported data from 1272 Deaf adults (56% female) were used to …

Predictors And Health Outcomes Of Treatment-Resistant Depression Among Adults With Chronic Non-Cancer Pain Conditions And Major Depressive Disorder, Drishti Shah

Graduate Theses, Dissertations, and Problem Reports (ETD)

Understanding major depressive disorder (MDD) as a comorbidity in patients with chronic non-cancer pain conditions (CNPC) is of importance because of the high prevalence and well documented bi-directional relationship between MDD and pain. Furthermore, presence of CNPC among adults with MDD often reduces benefits of antidepressant therapy, thereby increasing the possibility of treatment resistance. Treatment-resistant depression (TRD) commonly defined as insufficient response to multiple antidepressant trials, often worsens depression and pain symptoms and can amplify the clinical and economic burden among adults with CNPC and MDD. Additionally, long-term opioid therapy (LTOT) may be prescribed at a higher rate to adults …

Characteristics And Patterns Of Opioid-Related Overdoses Among Veterans, Sara Catherine Warfield

Graduate Theses, Dissertations, and Problem Reports (ETD)

BACKGROUND AND OBJECTIVES: The United States is in the midst of an opioid overdose crisis and is now considered a public health emergency. Given the alarming rise in opioid overdose deaths, there is an urgent need to understand the characteristics and risks associated with opioid overdoses. The objectives of this study were 1) to compare factors associated with different type of opioid overdose, 2) to determine the conditional probability of repeat overdose among veterans with a prior overdose event and corresponding probability of mortality for each overdose event and, 3) to identify cause-specific mortality rate of those who experienced a …

Drivers Of International Variation In Prevalence Of Disabling Low Back Pain: Findings From The Cultural And Psychosocial Influences On Disability Study, David Coggon, Georgia Ntani, Keith T. Palmer, Vanda E. Felli, Florencia Harari, Leonardo A. Quintana, Sarah A. Felknor, Marianela Rojas, Anna Cattrell, Muhammad Masood Kadir

Community Health Sciences

Background: Wide international variation in the prevalence of disabling low back pain (LBP) among working populations is not explained by known risk factors. It would be useful to know whether the drivers of this variation are specific to the spine or factors that predispose to musculoskeletal pain more generally.
Methods: Baseline information about musculoskeletal pain and risk factors was elicited from 11 710 participants aged 20-59 years, who were sampled from 45 occupational groups in 18 countries. Wider propensity to pain was characterized by the number of anatomical sites outside the low back that had been painful in …

Syndemics Of Severity And Frequency Of Elder Abuse: A Cross-Sectional Study In Mexican Older Females, Mireya Vilar-Compte, Pablo Gaitán-Rossi

Department of Public Health Scholarship and Creative Works

Background: Elder abuse is a common phenomenon with important effects on the health and well-being of older adults. There are important gaps in elder abuse measurement, as it is usually reported as the absence or presence of elder abuse, disregarding its severity and frequency.

Objectives: Identify different ways of measuring severity and frequency of elder abuse and assess whether different experiences of severity and frequency suggest syndemic relationships.

Methods: Through a sample of 534 non-institutionalized Mexican older women, we assessed how severity (i.e., number of abusive experiences and number of types of abuses) and frequency (i.e., if abusive experiences had …

Determinants Of Uncontrolled Hypertension In Rural Communities In South Asia-Bangladesh, Pakistan, And Sri Lanka, Tazeen Jafar, Mihir Gandhi, Imtiaz Jehan, Aliya Naheed, H Asita De Silva, Hunaina Shahab, Dewan Alam, Nathasha Luke, Ching Wee Lim Wee Lim, Cobra-Bps Study Group

Community Health Sciences

Background: Uncontrolled blood pressure (BP) is a leading risk factor for death and disability in South Asia. We aimed to determine the cross-country variation, and the factors associated with uncontrolled BP among adults treated for hypertension in rural South Asia.
Methods: We enrolled 1718 individuals aged ≥40 years treated for hypertension in a cross-sectional study from rural communities in Bangladesh, Pakistan, and Sri Lanka. Multivariable logistic regression model was used to determine the factors associated with uncontrolledBP (systolic BP ≥140 mmHg or diastolic BP ≥90 mmHg).
Results: Among hypertensive individuals, 58.0% (95% confidence interval 55.7, 60.4) had uncontrolled BP: 52.8% …

Race Analysis In An African American Majority Sample Of Individuals With Serious Mental Illness And Comorbid Diabetes Participating In A Self-Management Research Treatment Trail, Martha Sajatovic, Molly Howland, Douglas Gunzler, Kristin A. Cassidy, Richard Mccormick, Thomas Scheidemantel, Charles Thomas, Carol Blixen, Neal V. Dawson

Faculty Scholarship

Objectives: Targeted Training in Illness Management (TTIM) focuses on enhancing care engagement for people living with serious mental illness and diabetes. This secondary analysis from a 60-week, randomized controlled trial of TTIM versus treatment as usual evaluated racial subgroup outcomes. Method: Demographics, clinical characteristics, and diabetes status were evaluated for those self-identifying as non-Hispanic White, African American, and Hispanic. Longitudinal response to TTIM was evaluated using a multiple domain risk index. Due to their small sample size; those identifying as Hispanic were excluded from this analysis. Results: Non-Hispanic White participants had greater baseline socioeconomic advantages. Baseline risk scores, glycosylated hemoglobin …

Cross-Sectional Comparison Of Behavioral Risk Factors For Hiv/Hcv In People Who Inject Drugs (Pwid) In Egypt, Sarah Martinez, Amira A. Roess, Monica S. Ruiz, Atef Bakhoum, Ehab El Kharrat

GW Research Days 2016 - 2020

Background

Egypt has the greatest HCV prevalence worldwide at 15% and a concentrated HIV epidemic in male people who inject drugs (PWID) at 6.8%, who are at a high risk for HCV infection as well. Injection drug use is criminalized in Egypt, and there is limited availability of harm reduction programs. Drug-use and sexual risk behaviors between PWID and the general population have not been studied there.

Methods

To address this gap, a cross-sectional HIV/HCV epidemiological study of 632 consenting injection drug users in Cairo and Alexandria was conducted. Bivariate logistic regression analysis was done to evaluate the associations between …