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Articles 421 - 450 of 652
Full-Text Articles in Mental and Social Health
The Impact Of Stress On Diet, Sleep, And Exercise Amongst College Students, Jessica Rizzo
The Impact Of Stress On Diet, Sleep, And Exercise Amongst College Students, Jessica Rizzo
Senior Honors Projects
Stress is something that everyone faces in their lifetime and has an everlasting impact on their health. College students face high levels of stress throughout the semester, but how is that impacting their behavior? I conducted a survey alongside Dr. Melanson, a professor in the Department of Nutrition and Food Sciences, to see just how college students are reacting to stress. The survey was circulated to different departments and classes to achieve a widespread collection of data. The survey remained completely anonymous and posed questions about eating, exercise, and sleep habits, along with questions on demographics and stress levels. Our …
Baseline Data Collection On The Overall Health Of First-Year Engineering Students At The University Of Arkansas, Braeley George
Baseline Data Collection On The Overall Health Of First-Year Engineering Students At The University Of Arkansas, Braeley George
Biomedical Engineering Undergraduate Honors Theses
Many factors contribute to college student's success both inside and outside of the classroom. Physical activity, mental health, sleep, and grit are key influences for academic achievement and retention. Exercise is Medicine (EIM) On Campus is part of a worldwide initiative through the American College of Sports Medicine that recognizes the importance of physical activity for health by both assessing and promoting physical activity to all students, faculty, and staff. The EIM survey is a tool for collecting general health information about a campus population, as it consists of questions on demographic information, health status, familial health history, diet choices, …
A Nutritional And Environmental Analysis Of Local Food Pantries Accessible To College Students In Rural North Carolina, Emily E. Frymark, Jonathon Stickford, Alisha Farris
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 …
Antidepressants Versus Music Therapy: Which Treatment Is Better For Treating Depression In Parkinson's Disease?, Emaan Dawood
Antidepressants Versus Music Therapy: Which Treatment Is Better For Treating Depression In Parkinson's Disease?, Emaan Dawood
Virginias Collegiate Honors Council Conference
Music and medicine are merging to treat depression in Parkinson’s disease (PD). Antidepressants, the current standard, demonstrate mixed effects in clinical trials, warranting other treatment options. Here, I compare music therapy to antidepressants in the treatment of depression in PD via literature review. Studies of depressed PD patients undergoing music therapy and/or antidepressants were reviewed with attention to variables including depression (on a patient-reported outcome) that were measured pre- and post- therapy. In the music studies, improvements were seen in depression. Methodological inconsistencies across these studies, a paucity of studies, and small sample sizes, however, necessitate more research to reach …
Relationship Satisfaction & Diet: Exploring The Mechanisms Through Which Intimate Relationships Influence Physical Health, Lindsey Robinson, Dylan Hillock, Dr. Josh Novak
Relationship Satisfaction & Diet: Exploring The Mechanisms Through Which Intimate Relationships Influence Physical Health, Lindsey Robinson, Dylan Hillock, Dr. Josh Novak
Southeastern Council on Family Relations Conference [2018-2020]
Understanding how intimate relationships influence physical health has been an important topic of focus; however, research remains unclear on the mechanisms through which this influence occurs. The purpose of this study was to examine how relationship satisfaction relates to diet quality, through mental health (depression and anxiety) and diet self-efficacy. Using a dyadic mediation model with a sample of 234 heterosexual couples, researchers found that women's higher relationship satisfaction was associated with better diet through lower depression and higher diet self-efficacy. Results revealed the same association between women's relationship satisfaction and diet through lower anxiety. Interestingly, rather than mediation through …
The Effects Of Exercise On Mental Health, Xavier A. Pinex
The Effects Of Exercise On Mental Health, Xavier A. Pinex
Honors Thesis
Exercise is an extremely important aspect towards positive mental health. Multiple studies have been done previously that show one benefit or another that exercise has towards mental health, but previously there had been no attempt to summarize the findings of these studies. The benefits that exercise has to an individual’s mental health are numerous, but despite this exercise is an underutilized tool in the quest for better mental health. There are many variables that affect the benefits of exercise to an individual’s mental health and it is important to understand all these variables to understand how to properly exercise to …
Evaluation Of The Impact Of Social Collaborations On Sexual And Reproductive Health Knowledge, Lucki Word, Jaila Campbell, Manar T. Edriss, Destiny Stroman, Jewel Evans, Melanie Hanna-Johnson, Md, Anil N. F. Aranha, Phd
Evaluation Of The Impact Of Social Collaborations On Sexual And Reproductive Health Knowledge, Lucki Word, Jaila Campbell, Manar T. Edriss, Destiny Stroman, Jewel Evans, Melanie Hanna-Johnson, Md, Anil N. F. Aranha, Phd
Medical Student Research Symposium
Introduction: Developments in technology, such as the popularity of mobile devices and social media outlets, have enhanced the ability of individuals to communicate. Currently, search engines allow for easy exploration of information related to every topic of interest. Our study purpose was to evaluate the impact of technological and social collaborations on sexual and reproductive health knowledge (SRHK).
Methods: A 50-item survey instrument, integrating factors of sociodemographics, number/type of social collaborations, technological communication use, and SRHK, was developed to assess familiarity with sexual and reproductive health perceptions. The survey was provided to consenting patients in an ambulatory, primary care setting. …
Pornography: Adolescent Brain Development & Addiction, William K. Canady
Pornography: Adolescent Brain Development & Addiction, William K. Canady
National Youth Advocacy & Resilience Conference
This presentation will explain the historical development of pornography. It will highlight three segments: 1- Porn’s impact on brain development of reward pathways, ultimately increasing the appetite for more porn. 2- Porn can be a false substitute for real intimacy, resulting in decreased sexual satisfaction with a real person and increased verbal and physical aggression. 3- Porn promotes sex trafficking, promotes multiple sex partners and reduced STD prevention.
Evaluation Of Remote-Based Learning Of A Nutrition Program For Adolescents With Autism Spectrum Disorder: A Covid-19 Pilot Study, Riley H. Shurack
Evaluation Of Remote-Based Learning Of A Nutrition Program For Adolescents With Autism Spectrum Disorder: A Covid-19 Pilot Study, Riley H. Shurack
Honors Undergraduate Theses
Introduction: Adolescents with Autism Spectrum Disorder (ASD) demonstrate poor health-related behaviors, such as nutrition, compared to their typically developed (TD) counterparts. With the occurrence of the COVID-19 pandemic and mandatory stay-at-home orders, such health-related behaviors may be complicated and there is a need to focus on feasibility and acceptability of in-person and remote-based nutrition programs.
Methods: Eleven high school students with ASD were recruited to participate in a modified nutrition program utilizing Zoom software during COVID-19. The duration was once a week for four weeks, and concepts reviewed included shopping for healthy food on a budget, introducing non-perishable …
Full Issue-- Volume 3 Issue 1, 2020, Issue 1 Volume 3
Full Issue-- Volume 3 Issue 1, 2020, Issue 1 Volume 3
Pursue: Undergraduate Research Journal
PURSUE: Undergraduate Research Journal
Volume 3 Issue 1, 2020
Article 1 - Harvesting Electrical Energy Produced by Electrogenic Bacteria in Microbial Fuel Cells
Article 2 – The Effects of Fertilizer Rate on the Growth of Egyptian Spinach in a Greenhouse
Article 3 – Exploring the Association Between Nutrition and Mental Health in Adolescence: A Systematic Literature Review
Article 4— Biological Pathways Associated with Wild and Domestic Animals
The George Floyd Of Healthcare, Sheila P. Davis, Phd, Fnp-C, Faan, Lsm-Bc, Gary Davis, Md
The George Floyd Of Healthcare, Sheila P. Davis, Phd, Fnp-C, Faan, Lsm-Bc, Gary Davis, Md
Journal of Health Ethics
Authors explore the infamous murder of an unarmed black man, George Floyd, and juxtaposition it to systemic racial practices in healthcare as documented by the Institute of Medicine Report: Unequal Treatment. The current COVID-19 pandemic is presented as a situation which has the potential to ignite unresolved discriminatory healthcare practices. Proposed are policies which could possibly mitigate this phenomenon.
Transcriptomic Profiling Of Postmortem Prefrontal Cortex And Nucleus Accumbens From Chronic Alcohol Abusers., Eric S. Vornholt
Transcriptomic Profiling Of Postmortem Prefrontal Cortex And Nucleus Accumbens From Chronic Alcohol Abusers., Eric S. Vornholt
Theses and Dissertations
Alcohol use disorder (AUD) is a debilitating psychiatric illness that develops from a combination of genetic and environmental factors. While it is well documented that AUD is heritable, the shift from recreational alcohol use to abuse/dependence is poorly understood. In this dissertation, using postmortem brain tissue from individuals with alcohol dependence (AD), we profiled the genome-wide expression of circular RNA (circRNA), microRNA (miRNA), and messenger RNA (mRNA) to better understand the impact of gene expression on the development of AUD. To achieve this, we performed two independent studies that explore transcriptome differences between AD cases and controls. The first of …
The Substantiality Of The Neuroplasticity Hypothesis Of Major Depressive Disorder: The Prospective Use Of Ketamine-Like Drugs As Antidepressants, Roma Kankaria
AUCTUS: The Journal of Undergraduate Research and Creative Scholarship
Abstract
Major depressive disorder (MDD) affects approximately 17.3 million adults in the United States each year. For more than 50 years, the serotonin hypothesis of MDD, which hypothesizes that a deficiency of monoaminergic neurotransmitters results in depression, has been the foundation for neuropsychological research. However, studies reveal that only an estimated 50% of MDD patients respond to traditional, biogenic-amine-based antidepressants (ADs), like selective serotonin reuptake inhibitors (SSRIs). Research has noted that the neuroplasticity hypothesis, which posits that weakened excitatory synaptic transmission results in depression, offers an alternative mechanism by which ketamine-like drugs lacking the abuse liability and psychoactive effects of …
A Genome-Wide Association Study Of Cocaine Use Disorder Accounting For Phenotypic Heterogeneity And Gene–Environment Interaction, Jiangwen Sun, Henry R. Kranzler, Joel Gelernter, Jinbo Bi
A Genome-Wide Association Study Of Cocaine Use Disorder Accounting For Phenotypic Heterogeneity And Gene–Environment Interaction, Jiangwen Sun, Henry R. Kranzler, Joel Gelernter, Jinbo Bi
Computer Science Faculty Publications
Background: Phenotypic heterogeneity and complicated gene-environment interplay in etiology are among the primary factors that hinder the identification of genetic variants associated with cocaine use disorder. Methods: To detect novel genetic variants associated with cocaine use disorder, we derived disease traits with reduced phenotypic heterogeneity using cluster analysis of a study sample (n = 9965). We then used these traits in genome-wide association tests, performed separately for 2070 African Americans and 1570 European Americans, using a new mixed model that accounted for the moderating effects of 5 childhood environmental factors. We used an independent sample (918 African Americans, 1382 European …
Assessing A Two-Hit Model Of Schizophrenia: Prenatal Choline Deficiency And Induced Hypofunction Of Nmda Receptors In Male And Female Long Evans Rats, Samuel Gray, Samuel W. Gray
Assessing A Two-Hit Model Of Schizophrenia: Prenatal Choline Deficiency And Induced Hypofunction Of Nmda Receptors In Male And Female Long Evans Rats, Samuel Gray, Samuel W. Gray
Honors Theses
Choline is an essential dietary nutrient essential to the development and function of the central nervous system. Prenatal choline deficiency alters hippocampal development as well as acetylcholine metabolism, leading to cognitive impairments and attentional and sensory processing deficits into adulthood. MK-801 is an NMDA receptor antagonist frequently used in rodent models of neuropsychiatric conditions, particularly schizophrenia. Acutely and sub- chronically, it causes hyperlocomotion and social withdrawal. One primary goal of the present study were to investigate prenatal choline deficiency induces a biological vulnerability to the motor deficits, anhedonia, and social impairment precipitated by low-dose sub-chronic MK-801 administration in adulthood. Another …
A Social Review Of The Opioid Epidemic: The History, Pathophysiology, And Effects On Rural America, Holly J. Goehring
A Social Review Of The Opioid Epidemic: The History, Pathophysiology, And Effects On Rural America, Holly J. Goehring
Biology and Microbiology Graduate Students Plan B Research Projects
One of the more pressing issues in modern day health care is the nationwide heath care crisis known as the opioid epidemic. The beginning of this literature review will focus on the history of opioid use and early prescription rates, as well as the summary and definitions of the drugs involved in the current opioid epidemic. The review then shifts to the pathophysiology of addiction involving the activation of opioid receptors and opioid use disorder. The main focus of this literature review is the societal impacts of the opioid epidemic, making special reference to the economic burden and effects on …
Antidepressant Effects On Rem Sleep, Mitchel Adams
Antidepressant Effects On Rem Sleep, Mitchel Adams
Biology and Microbiology Graduate Students Plan B Research Projects
Individuals who deal with depression are typically prescribed antidepressants in order to alleviate the depressive symptoms that they may be having. Polysomnographic sleep research has revealed that depression is associated with altered sleep architecture and distorted REM sleep quality.2 Specifically, increased REM sleep duration and density have proved to be markers that predict recurrence and relapse for depressed individuals. REM sleep serves to stimulate regions of the brain that are important with learning and memory consolidation. However, an increased duration of REM sleep in depressed individuals proves to be unfavorable. Antidepressants drugs aim to weaken sleep quality, which is …
The Efficacy Of Ketamine In Adult Patients With Obsessive Compulsive Disorder With Symptoms Refractory To Standard Of Care Treatment., Brooke Thornton
The Efficacy Of Ketamine In Adult Patients With Obsessive Compulsive Disorder With Symptoms Refractory To Standard Of Care Treatment., Brooke Thornton
Capstone Showcase
First line pharmacologic treatments for adult patients with Obsessive Compulsive Disorder (OCD) involve selective serotonin/norepinephrine reuptake inhibitors (SSRI/SNRIs). These drug classes often fail to deliver timely relief of symptoms as well as maintain longevity of symptom recurrence. This research analyzed the use of ketamine in adult patients suffering with OCD for the purposes of more efficacious management of symptoms. Although ketamine demonstrated a timelier relief of symptoms in some small clinical studies, its effects were ultimately unable to be sustained long term. Additionally, a wide range of adverse effects including dissociation, and rebound symptoms were observed. As a result, large …
Mechanisms Of Value-Biased Prioritization In Fast Sensorimotor Decision Making, Kivilcim Afacan-Seref
Mechanisms Of Value-Biased Prioritization In Fast Sensorimotor Decision Making, Kivilcim Afacan-Seref
Dissertations and Theses
In dynamic environments, split-second sensorimotor decisions must be prioritized according to potential payoffs to maximize overall rewards. The impact of relative value on deliberative perceptual judgments has been examined extensively, but relatively little is known about value-biasing mechanisms in the common situation where physical evidence is strong but the time to act is severely limited. This research examines the behavioral and electrophysiological indices of how value biases split-second perceptual decisions and the possible mechanisms underlying the process. In prominent decision models, a noisy but statistically stationary representation of sensory evidence is integrated over time to an action-triggering bound, and value-biases …
Hear Me Roar, Abigail R. Seethoff
Hear Me Roar, Abigail R. Seethoff
Graduate Student Theses, Dissertations, & Professional Papers
Hear Me Roar, a compilation of personal essays interspersed with short forms, grapples with the nuances of compliance versus autonomy in the context of the male gaze, beauty standards, and pop culture. The collection also explores what it means to treasure something—another person, an object—and how to express and deepen that affection.
A Qualitative Investigation Into The Influence Of A Mental Health Physical Activity Intervention On University Students, Heather M. Tunks
A Qualitative Investigation Into The Influence Of A Mental Health Physical Activity Intervention On University Students, Heather M. Tunks
Theses and Dissertations (Comprehensive)
Objective
Among the university student population, mental illnesses are highly prevalent. Adults aged 20-30 years have the highest rates of mood and anxiety disorders than any other age group, with approximately 12.0% diagnosed with an anxiety disorder and 7.0 to 9.0% experiencing clinical depression (Nunes et al., 2014; Pedrelli, Nyer, Yeung, Zulauf, & Wilens, 2015). Reducing or preventing the effects of mental illness among this population may have lifelong implications including improvements in coping and management of mental illness throughout the lifespan(Jaworska, DeSomma, Fonseka, Heck, & MacQueen, 2016). This research examines the lived experiences of volunteers and participants in a …
“This Is My Little World…”: Navigating The Group Exercise Experience Of Stay-Fit Members, Olivia Jones
“This Is My Little World…”: Navigating The Group Exercise Experience Of Stay-Fit Members, Olivia Jones
Theses and Dissertations (Comprehensive)
Objective
Cancer is the leading cause of death in Canada, with one in two Canadians expected to develop cancer over their lifetime (Canadian Cancer Society, 2019). Exercise is reportedly a safe therapy to help ease the common side effects of cancer and its treatments (Schmitz et al., 2010). Past research has shown the benefits of group exercise while in treatment for cancer, but there is a dearth of research regarding the impact of long-term group exercise programming for cancer survivors. This phenomenological study explored the lived experiences of group exercise participation for individuals who previously had cancer and were enrolled …
Fall Reading Week: Exploring The Effects On Student Well-Being, Roobina Medhizadah
Fall Reading Week: Exploring The Effects On Student Well-Being, Roobina Medhizadah
Theses and Dissertations (Comprehensive)
Mental health is a concerning issue in post-secondary institutions across Ontario. Post-secondary students are challenged with many stressors such as time management and living independently for the first time (Wagner & Rhee, 2013). In an attempt to help students, maintain or improve their mental health, universities across Ontario have implemented fall reading week, a mid-semester break (Poole et al., 2017). Previous studies (Cramer & Pschibul, 2017; Poole et al., 2017) provided mixed results in whether fall reading week positively influences student mental health and well-being. To date, few studies have explored the influence of fall reading week on student health …
The Relationship Between Social Media Engagement And Psychological Well-Being In College Students At The University Of New Hampshire, Emily G. D'Antonio
The Relationship Between Social Media Engagement And Psychological Well-Being In College Students At The University Of New Hampshire, Emily G. D'Antonio
Honors Theses and Capstones
Social media use has increased substantially in recent years, and for the college-aged population, social media is often the leading method of communication. Research indicates this reliance on digital connection could have a negative impact on the health of young adults (Bagroy et al., 2017). The college years are a time of personal growth and defining actions, yet can also be burdened by mental health issues related to stress, anxiety, and depression (Hunt & Eisenberg, 2010). Acknowledging these trends, the current study explores how college students’ specific frequency and intentionality while interacting on social media relates to their psychological well-being. …
Human Genetics, Psychotropic Drugs, And Acts Of Violence, Selma Jolanda Eikelenboom-Schieveld
Human Genetics, Psychotropic Drugs, And Acts Of Violence, Selma Jolanda Eikelenboom-Schieveld
Electronic Theses and Dissertations
From the start of the use of psychoactive prescription medications in the 1950s, physicians reported paradoxical adverse reactions, ranging from newly developing depressions to an increase in existing mood disorders, and extremely violent and bizarre acts of suicide and homicide. In this research, it is hypothesized that the pharmacological properties of the prescribed drugs or the interaction between the drugs and the enzymes that are primarily responsible for their metabolism (cytochrome P450s) could cause these reactions. Given that acts of violence could be medication-induced, the role of the rate of drug metabolism is discussed. Genetic testing of certain CYP450s could …
Responding To Crisis: Farmer Mental Health Programs In The Extension North Central Region, Shoshanah Inwood, Florence Becot, Andrea Bjornestad, Carrie Henning-Smith, Andrew Alberth
Responding To Crisis: Farmer Mental Health Programs In The Extension North Central Region, Shoshanah Inwood, Florence Becot, Andrea Bjornestad, Carrie Henning-Smith, Andrew Alberth
Counseling and Human Development Faculty Publications
A number of current events are exacerbating farm stress. Extension and farm organizations have mobilizedresponses to an emerging mental health crisis among farmers. To evaluate these responses, we conducted anonline scan of resources to present a baseline typology of current mental health programs and response effortsin the 12-state Extension North Central Region. We classified responses by type of program, target audience,and delivery format. We identified the need to train mental health counselors and state suicide hotlineresponders on farm issues and farm culture.
Forests And Mental Health In South Africa: Panel Data Evidence, Dambala Gelo
Forests And Mental Health In South Africa: Panel Data Evidence, Dambala Gelo
Forest Collaborative Research
Slides from a presentation that examines the linkages between the green environment (urban forests, green open urban space) and mental health in South Africa. The author used representative panel data from the National Income Dynamics Survey, including the Center for Epidemiological Studies Short Depression Scale, to uncover these links.
Aberrant Epigenomic Modulation Of Glucocorticoid Receptor Gene (Nr3c1) In Early Life Stress And Major Depressive Disorder Correlation: Systematic Review And Quantitative Evidence Synthesis, Laurens Holmes Jr., Emily Shutman, Chinacherem Chinaka, Kerti Deepika, Lavisha Palaez, Kirk W. Dabney
Aberrant Epigenomic Modulation Of Glucocorticoid Receptor Gene (Nr3c1) In Early Life Stress And Major Depressive Disorder Correlation: Systematic Review And Quantitative Evidence Synthesis, Laurens Holmes Jr., Emily Shutman, Chinacherem Chinaka, Kerti Deepika, Lavisha Palaez, Kirk W. Dabney
Community & Environmental Health Faculty Publications
Early life stress (ELS) induced by psychological trauma, child maltreatment, maternal separation, and domestic violence predisposes to psycho-behavioral pathologies during adulthood, namely major depressive disorder (MDD), anxiety, and bipolar affective disorder. While environmental data are available in illustrating this association, data remain to be established on the epigenomic underpinning of the nexus between ELS and MDD predisposition. Specifically, despite the observed aberrant epigenomic modulation of the NR3C1, a glucocorticoid receptor gene, in early social adversity and social threats in animal and human models, reliable scientific data for intervention mapping in reducing social adversity and improving human health is required. We …
Implication Of Spiritual Network Support System In Epigenomic Modulation And Health Trajectory, Laurens Holmes Jr., Chinacherem Chinaka, Hikma Elmi, Kerti Deepika, Lavisha Palaez, Michael Enwere, Olumuyiwa T. Akinola, Kirk W. Dabnet
Implication Of Spiritual Network Support System In Epigenomic Modulation And Health Trajectory, Laurens Holmes Jr., Chinacherem Chinaka, Hikma Elmi, Kerti Deepika, Lavisha Palaez, Michael Enwere, Olumuyiwa T. Akinola, Kirk W. Dabnet
Community & Environmental Health Faculty Publications
With challenges in understanding the multifactorial etiologies of disease and individual treatment effect heterogeneities over the past four decades, much has been acquired on how physical, chemical and social environments a ffect human health, predisposing certain subpopulations to adverse health outcomes, especially the socio-environmentally disadvantaged (SED). Current translational data on gene and adverse environment interaction have revealed how adverse gene-environment interaction, termed aberrant epigenomic modulation, translates into impaired gene expression via messenger ribonucleic acid (mRNA) dysregulation, reflecting abnormal protein synthesis and hence dysfunctional cellular differentiation and maturation. The environmental influence on gene expression observed in most literature includes physical, chemical, …
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
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 …