Open Access. Powered by Scholars. Published by Universities.®

Medicine and Health Sciences Commons

Open Access. Powered by Scholars. Published by Universities.®

Articles 1 - 30 of 122

Full-Text Articles in Medicine and Health Sciences

Clinician Perspectives On Fistula Mental Health, Victoria K. Leonard May 2026

Clinician Perspectives On Fistula Mental Health, Victoria K. Leonard

Doctoral Dissertations

Background – Obstetric fistula is a childbirth injury caused by prolonged labor that leads to stillbirth and incontinence, spurring social exclusion and isolation. These layers of trauma put women with fistula at great risk for psychological suffering, which has profound negative socioeconomic impacts on them, their families, and communities. This study captured treatment as usual at Comprehensive Community Based Rehabilitation in Tanzania (CCBRT), the country’s largest provider of fistula care.

Method – Improving holistic fistula treatment requires engaging the clinicians who care for women with fistula. This study aimed to investigate the training, beliefs, and treatment approaches of nurses and …


Effects Of The U.S. Veterinary Feed Directive Final Rule On The Prevalence Of Violative Antibiotic Residues And Antibiotic-Resistant Bacteria In Animal Products, Md Shamim Sarkar Dec 2023

Effects Of The U.S. Veterinary Feed Directive Final Rule On The Prevalence Of Violative Antibiotic Residues And Antibiotic-Resistant Bacteria In Animal Products, Md Shamim Sarkar

Doctoral Dissertations

Antibiotic-resistant is a public health concern. The dissertation objective was to assess the effect of the implementation of the Veterinary Feed Directive (VFD) rule changes on the prevalence of violative antibiotic residues and antibiotic-resistant bacteria in food-animal tissues, retail meats, and cecal samples from food animals compared to the pre-VFD rule change period in the U.S. To understand the effect of implemented VFD rule changes on violative antibiotic residues in food-animal tissues, inspector-generated sampling (IGS) data from the U.S. National Residue Surveillance Program (NRP) was analyzed. An important observation was that implementing VFD rule changes was associated with the decreased …


Exploring The Associations Between Sexism, Physical Behaviors, And Psychosocial Correlates Of Physical Activity In Young Women, Melanna Cox Nov 2023

Exploring The Associations Between Sexism, Physical Behaviors, And Psychosocial Correlates Of Physical Activity In Young Women, Melanna Cox

Doctoral Dissertations

Physical behaviors (PB), defined as physical activity (PA) and sedentary behavior (SB), tend to be less favorable in women than in men. Low self-efficacy (SE) and social support (SS), and gender norms hinder women’s PB. Benevolent sexism, a theory on gender norms, could explain the gender disparity. PURPOSE: To 1) assess the associations among benevolent sexism endorsement (BSEN), experiences with benevolent sexism (EBS), PB, SE, and SS, 2) evaluate if BSEN or SE mediate the relationship between EBS and PB, and 3) develop a questionnaire that measures a woman’s sexist experiences in PA. METHODS: Study 1: Women (N=186) completed a …


Impact Of Child/Parent Characteristics On Ultra-Processed Food Intake In Preschool-Aged Children, A Latent Class Analysis Of Obesity-Related Factors And Obesity Risk, And The Qualitative Impact Of 9-11 Year Old's Perception Of Unhealthy Food Marketing, Jennifer E. Carroll Nov 2023

Impact Of Child/Parent Characteristics On Ultra-Processed Food Intake In Preschool-Aged Children, A Latent Class Analysis Of Obesity-Related Factors And Obesity Risk, And The Qualitative Impact Of 9-11 Year Old's Perception Of Unhealthy Food Marketing, Jennifer E. Carroll

Doctoral Dissertations

Childhood overweight/obesity is an epidemic in the US. Modifiable risk factors, such as intake of foods that are highly processed, are heavily marketed to children. Exposure to food advertisements, along with home environment factors, family meal styles, and digital media habits shapes children’s preferences, tastes, and habits. Predictors of ultra-processed food (UPF) intake in children are unclear and the potential effect of ad exposure on UPF intake is unknown. It is also unknown if there are distinct response patterns among a collection of potentially obesity-related factors, and if distinct groups affect child BMI. Additionally, more qualitative research is needed to …


Weight Bias In Pre-Professional Health Students, Heather A. Wemhoener Nov 2023

Weight Bias In Pre-Professional Health Students, Heather A. Wemhoener

Doctoral Dissertations

Weight bias includes negative attitudes or judgements towards people in larger bodies. It is associated with poor health outcomes. Weight bias is highly common in the United States, and pre-professional health students are known to exhibit it. Given its impact, finding effective interventions to reduce weight bias is important. The first paper reviewed literature on existing interventions for weight bias reduction. The search revealed three main intervention types: targeting attributions, increasing empathy, and targeting social consensus. Interventions, regardless of strategy, yielded mixed results for weight bias reduction, and, in some cases, increased bias. The second paper tested a novel intervention …


The Grindr Complex: The Behavioral Health Impact Of Sexual Racism On Latinx Men Who Have Sex With Men, Luisalfredo Plascencia Aug 2023

The Grindr Complex: The Behavioral Health Impact Of Sexual Racism On Latinx Men Who Have Sex With Men, Luisalfredo Plascencia

Doctoral Dissertations

Given the social history surrounding the issue of HIV/AIDS in the LGBTQ+ community and the unique and intersectional experiences that Latinx Men who have Sex Men (MSM) have in their community, this dissertation’s research will contribute to the growing work on sexual racism and how it correlates with various elements of behavioral health. The study investigated the moderation impact of Latinx cultural values of caballerismo and familismo on the relationship between experiences sexual racism to mental health symptoms. The study also examined the moderation of caballerismo and familismo and psychological flexibility on the relationship between experiences of sexual racism to …


"The Land That Feminism Forgot": Birthzillas, Madwives, And The Politics Of Chilbirth, Amber Vayo Aug 2023

"The Land That Feminism Forgot": Birthzillas, Madwives, And The Politics Of Chilbirth, Amber Vayo

Doctoral Dissertations

“The Land that Feminism Forgot” is an in-depth exploration of the politics of childbirth that draws together qualitative and quantitative evidence to theorize the connections between treatment in childbirth and maternal mortality. Situating the qualitative research in the larger national context, the second chapter offers a State Reproductive Autonomy Index that provides an overview of the reproductive policy landscape at the national level. The dissertation then explores the role of institutionalized childbirth, medical mistrust, and obstetric violence in the U.S.’s longstanding maternal mortality crisis and offers policy suggestions in key public health areas. Through 120 qualitative interviews with people who …


Evidence Assisted Learning For Clinical Decision Support Systems, Bhanu Pratap Singh Rawat Aug 2023

Evidence Assisted Learning For Clinical Decision Support Systems, Bhanu Pratap Singh Rawat

Doctoral Dissertations

Clinical decision support systems (CDSS) provide intelligently filtered knowledge and patient-specific and population information to the clinicians, nursing staff and healthcare professionals. CDSS can significantly improve the quality, safety, efficiency and effectiveness of health care. Over the last decade, American hospitals have adopted electronic health records (EHRs) widely resulting in a massive collection of clinical notes such as admission notes, physician notes, nursing notes and discharge summaries. For the past couple of decades, most of the work in CDSS has been focused on developing knowledge-based systems using structured data such as medications and ICD codes. In contrast, the EHR notes …


Spatial Epidemiology Of Prediabetes And Diabetes In Florida, Md Marufuzzaman Khan Aug 2023

Spatial Epidemiology Of Prediabetes And Diabetes In Florida, Md Marufuzzaman Khan

Doctoral Dissertations

The burden of diabetes and diabetes-related Emergency Department (ED) visits has increased in Florida. However, Diabetes Self-management Education (DSME) Program participation remained considerably low. Little is known about disparities of DSME participation, diabetes complications, and ED use by diabetes patients in Florida and yet this information is important for guiding health programs aimed at reducing diabetes burden. Therefore, the objectives of this study were to investigate: (a) disparities of diabetes prevalence and DSME participation; (b) disparities of diabetes-related ED visit risks; and (c) prevalence and predictors of stroke among persons with prediabetes and diabetes.

Behavioral Risk Factor Surveillance System and …


Advanced Air Quality Management With Machine Learning, Cheng-Pin Kuo May 2023

Advanced Air Quality Management With Machine Learning, Cheng-Pin Kuo

Doctoral Dissertations

Air pollution has been a significant health risk factor at a regional and global scale. Although the present method can provide assessment indices like exposure risks or air pollutant concentrations for air quality management, the modeling estimations still remain non-negligible bias which could deviate from reality and limit the effectiveness of emission control strategies to reduce air pollution and derive health benefits. The current development in air quality management is still impeded by two major obstacles: (1) biased air quality concentrations from air quality models and (2) inaccurate exposure risk estimations

Inspired by more available and overwhelming data, machine learning …


Bifidobacterial Metabolism Of Fucosylated Human Milk Oligosaccharides Influences Structure And Function Of The Infant Gut Microbiome, Liv R. Dedon Apr 2023

Bifidobacterial Metabolism Of Fucosylated Human Milk Oligosaccharides Influences Structure And Function Of The Infant Gut Microbiome, Liv R. Dedon

Doctoral Dissertations

Human milk contains human milk oligosaccharides (HMOs) that are indigestible and pass intact through the infant gastrointestinal tract where they are available for microbial metabolism. HMOs incorporate the same monosaccharide building blocks but vary structurally in primary sequence of monomeric components. Primary sequences are further diversified by degree of polymerization, branching, and secondary modifications such as fucosylation. Fucosylated HMOs (fHMOs) are highly abundant and can account for over 30% of total HMOs. Infant-colonizing Bifidobacterium longum subsp. infantis (B. infantis) possesses a specialized gene cluster conveying the ability to metabolize fHMOs. This study presents an in-depth analysis of B. …


Genealogy Tells: Informing Health And Aging Policies Using East Tennessean Older Women's Family Histories, Perceptions, And Experiences Of Health Inequity, Heather Davis Dec 2022

Genealogy Tells: Informing Health And Aging Policies Using East Tennessean Older Women's Family Histories, Perceptions, And Experiences Of Health Inequity, Heather Davis

Doctoral Dissertations

Older women face unique health inequities challenges. This study aims to provide an understanding of older women’s perceptions and situated experiences regarding the gendered health inequities they face and the social determinants (SDH) thereof. It examines how these health inequities are situated in older women’s genealogical (familial) and geographical health and mortality outcomes histories and how their perceptions and experiences of health inequities and their familial mortality outcomes histories are characterized by the geopolitical and social norms in which they live. The purpose of this project is to present policy and decision-makers with insights about and recommendations from older women …


Healthcare Service Utilization And Life Satisfaction In South Africa, Tamara Chavez-Lindell Dec 2022

Healthcare Service Utilization And Life Satisfaction In South Africa, Tamara Chavez-Lindell

Doctoral Dissertations

South Africa has achieved improvements in many health measures over the past 30 years, yet significant disparities in healthcare utilization and health outcomes persist. There is evidence that healthcare utilization has a strong influence on health outcomes and life satisfaction. Unfortunately, rural areas tend to have poorer accessibility and utilization of health services, leading to disparities in health outcomes. In rapidly urbanizing countries such as South Africa, identification of disparities and predictors of public healthcare utilization and life satisfaction may provide information that can be used to guide development of programs aimed at improving population health outcomes, quality-of-life, and overall …


Perinatal Health In North Dakota: Emerging Issues, Grace N. Njau Dec 2022

Perinatal Health In North Dakota: Emerging Issues, Grace N. Njau

Doctoral Dissertations

Preterm birth, newborn screening refusal, and postpartum depression represent three emerging areas of concern that have not been previously investigated in North Dakota. Their potential impact creates significant social, behavioral, and economic burdens. Although various studies have investigated preterm birth and postpartum depression, to the best of my knowledge, newborn screening refusal in the United States has not been previously investigated. In alignment with the role of Title V of the Social Security Act (Maternal and Child Health) Programs to conduct ongoing statewide needs assessments, the objectives of this study was to investigate and identify predictors of preterm birth, newborn …


The Political Economy Of Intimate Partner Violence And Crisis Management: An Institutional Ethnography In Rural Vermont, Anna L. Mullany Oct 2022

The Political Economy Of Intimate Partner Violence And Crisis Management: An Institutional Ethnography In Rural Vermont, Anna L. Mullany

Doctoral Dissertations

Intimate partner violence (IPV) is a significant public health issue affecting one in four women in the United States. Tasked with addressing IPV, crisis centers can significantly impact women’s health outcomes and approaches to perpetrator accountability and community education. Informed by eight months of field work at a rural crisis center and 40 in-depth interviews, this dissertation investigated how the lives of Vermont women experiencing violence and crisis center work are both shaped by larger social, political, and economic relations within capitalism. Dorothy Smith’s method of institutional ethnography provides an investigative pathway for centering survivor experiences and examining crisis center …


Mixture Models For Interval Censored Outcomes, Yibai Zhao Oct 2022

Mixture Models For Interval Censored Outcomes, Yibai Zhao

Doctoral Dissertations

Silent events such as the first detectable HIV infection, the onset of Type 2 diabetes and prostate cancer progression are often ascertained by diagnostic tests and/or self-reports that are scheduled periodically. In such applications, we only observe the time to the event of interest to lie between the times of last negative and the first positive tests, resulting in interval-censored observations. In addition, in some medical studies, a substantial proportion of participants may experience the events before the study, so-called prevalent cases, or participants may never experience the event, that is regarded as non-susceptible cases (or indolent cancer or long-term …


Interplay Of Environmental Pollutants And Folate In The Etiology Of Autistic Traits Analysis Using Multipollutant Approaches, Michael T. Mascari Sep 2022

Interplay Of Environmental Pollutants And Folate In The Etiology Of Autistic Traits Analysis Using Multipollutant Approaches, Michael T. Mascari

Doctoral Dissertations

Background: Autism Spectrum Disorder (ASD) is a neurodevelopmental disorder characterized by a spectrum of communication deficits and repetitive behaviors. The challenges in learning, thinking, and problem-solving abilities of people with ASD can be debilitating. There is currently no cure for ASD. Many environmental pollutants are suspected to contribute to the etiology of ASD and its associated traits, whereas folate and folate supplements have been shown to exhibit both protective and adjuvant roles. Little is known about the interplay of multiple environmental pollutants and folate in the etiology of ASD. Additionally, statistical approaches that consider the effects of pollutant mixtures instead …


The Impact Of A Lifestyle Intervention On Risk Factors Of Cardiovascular Disease And Type Ii Diabetes Among At-Risk Hispanic Women, Kathryn A. Wagner Jun 2022

The Impact Of A Lifestyle Intervention On Risk Factors Of Cardiovascular Disease And Type Ii Diabetes Among At-Risk Hispanic Women, Kathryn A. Wagner

Doctoral Dissertations

Cardiovascular disease and type 2 diabetes are global epidemics affecting approximately 127 and 21 million people in the U.S., respectively. Women who are overweight, obese or who develop glucose intolerance during pregnancy represent high-risk groups for the development of cardiovascular disease and type 2 diabetes. Hispanic women are both more likely to begin their pregnancies as overweight or obese and have a higher prevalence of type 2 diabetes, compared to non-Hispanic whites. However, prior lifestyle interventions have largely been limited to non-Hispanic whites. Therefore, this research assessed how culturally tailored lifestyle modification may affect cardiovascular disease and type 2 diabetes …


Endocrine Disrupters And Adverse Health Outcomes Among Post-Menopausal Women, Gabriela Vieyra Jun 2022

Endocrine Disrupters And Adverse Health Outcomes Among Post-Menopausal Women, Gabriela Vieyra

Doctoral Dissertations

Globally, chronic diseases that require ongoing medical attention, and limit daily living activities, are the leading cause of disability and mortality. The older population in the U.S. is rapidly growing, and the risk of chronic diseases is higher in this population, specifically older women. In 2018, 51.3% of women compared to 41.8% of men had two or more chronic conditions. Thus, the Women’s Health Initiative (WHI) study, Chapter 1, focused on preventing leading causes of death, disability, and frailty in older women. Phthalates are synthetic industrial compounds, Chapter 2, commonly added to daily used consumer goods, nutritional and dietary supplements, …


Quality Of Life For Women With Chronic Lyme Disease: A Socioeconomic Investigation, Dale M. Jones Jun 2022

Quality Of Life For Women With Chronic Lyme Disease: A Socioeconomic Investigation, Dale M. Jones

Doctoral Dissertations

This is a mixed methods investigation of how chronic Lyme disease, including Lyme-like diseases and co-infections, affects the quality of life of women who have chronic Lyme. Both quantitative and qualitative methods were used during three phases of research: a 91-question survey instrument followed by focus group discussions and written narratives. The research considered the socioeconomic impact on quality of life in five areas: obtaining a diagnosis, relationships and personal support systems, struggles with the medical system, the ability to work, and access to treatment. There were 500 responses to the survey, of which 373 were analyzed; 11 participants in …


Elucidating Mechanisms Influencing Maternal Postpartum Health: The Protective Benefits Of Breastfeeding And Associations With Allostatic Load, Experiences Of Stress, And Resiliency, Bi-Sek J. Hsiao Jun 2022

Elucidating Mechanisms Influencing Maternal Postpartum Health: The Protective Benefits Of Breastfeeding And Associations With Allostatic Load, Experiences Of Stress, And Resiliency, Bi-Sek J. Hsiao

Doctoral Dissertations

Research has established breastfeeding as protective of maternal health, but little is known about the ways breastfeeding interacts with chronic stress pathways and interfaces with stressors such as discrimination and neighborhood deprivation, which are salient in the experiences of many marginalized communities. This research addresses these knowledge gaps through secondary analyses of prospective cohort data generated by the Community Child Health Research Network through Community Based Participatory Research processes. Analytical samples were derived from 2510 postpartum women from five regions in the U.S. who self-identified as Black, Hispanic, or White. Study 1 investigated and found an inverse association between breastfeeding …


Design And Development Of The Urban Population Health Observatory To Improve Disease Surveillance And Response, Whitney Brakefield May 2022

Design And Development Of The Urban Population Health Observatory To Improve Disease Surveillance And Response, Whitney Brakefield

Doctoral Dissertations

Chronic and infectious diseases have a profound impact on the quality and length of life of populations that suffer from these conditions. Scientists, physicians, and health officials are seeking innovative approaches to decrease the morbidity and mortality of deadly diseases. Incorporating artificial intelligence and data science techniques across the health science domain could improve disease surveillance, intervention planning, and policymaking. In this dissertation, we describe the design and development of the Urban Population Health Observatory (UPHO), an explainable knowledge-based multimodal big data analytics platform. A common challenge for conducting multimodal big data analytics is integrating multidimensional heterogeneous data sources, which …


Sperm Epigenetics Mediates The Effects Of Paternal Preconception Phthalate Exposures And Aging On Reproductive Outcomes And Embryonic Programming, Oladele Amos Oluwayiose Mar 2022

Sperm Epigenetics Mediates The Effects Of Paternal Preconception Phthalate Exposures And Aging On Reproductive Outcomes And Embryonic Programming, Oladele Amos Oluwayiose

Doctoral Dissertations

Infertility, which is the inability to achieve clinical pregnancy within 12 months of unprotected sexual intercourse, affects 15% of all couples globally. Emerging evidence shows, just as females, males are equally likely to contribute to couple infertility, suggesting the relevance of male factor in couple reproductive success. The potential factors thought to drive male infertility include male preconception environment and aging. Thus, this dissertation focused on two (DNA methylation and small non-coding RNAs (sncRNAs)) of the three major potential epigenetic mediators that occur during spermatogenesis and sperm maturation prior to conception using human and mice model. First, to explore the …


Decision-Analytic Models Using Reinforcement Learning To Inform Dynamic Sequential Decisions In Public Policy, Seyedeh Nazanin Khatami Mar 2022

Decision-Analytic Models Using Reinforcement Learning To Inform Dynamic Sequential Decisions In Public Policy, Seyedeh Nazanin Khatami

Doctoral Dissertations

We developed decision-analytic models specifically suited for long-term sequential decision-making in the context of large-scale dynamic stochastic systems, focusing on public policy investment decisions. We found that while machine learning and artificial intelligence algorithms provide the most suitable frameworks for such analyses, multiple challenges arise in its successful adaptation. We address three specific challenges in two public sectors, public health and climate policy, through the following three essays. In Essay I, we developed a reinforcement learning (RL) model to identify optimal sequence of testing and retention-in-care interventions to inform the national strategic plan “Ending the HIV Epidemic in the US”. …


Oxybenzone And The Mammary Gland: Impact Of An Environmental Pollutant On Health, Disease & Ethical Decision-Making, Klara Matouskova Mar 2022

Oxybenzone And The Mammary Gland: Impact Of An Environmental Pollutant On Health, Disease & Ethical Decision-Making, Klara Matouskova

Doctoral Dissertations

The environmental pollutant and common sunscreen compound oxybenzone is a benzophenone type UV light chemical filter used in industrial and consumer goods. This chemical widely contaminates human tissues, non-human species, and environmental matrices. In this dissertation, oxybenzone is investigated for its effects on the mouse mammary gland in the offspring following perinatal exposure; after perinatal and prepubertal exposures as a dual environmental insult during two sensitive times of development; and in adults after exposure during pregnancy & lactation as an environmental factor potentially increasing the tissue susceptibility to mammary tumors. Chapter 1 introduces the mammary gland. Chapter 2 reviews UV …


Factors Associated With The Perception Of Diet Quality: Analysis Of The National Health And Nutrition Examination Survey (Nhanes) 2007-2018, Kiara Y. Amaro-Rivera Mar 2022

Factors Associated With The Perception Of Diet Quality: Analysis Of The National Health And Nutrition Examination Survey (Nhanes) 2007-2018, Kiara Y. Amaro-Rivera

Doctoral Dissertations

Perceived diet quality is a potential modifiable factor that could explain dietary choices. Research has shown that some individuals tend to misperceive the healthfulness of their diet, rating it more or less healthy than it actually was when compared to dietary recommendations. In particular, overestimation of diet quality has been associated with lower intention to change dietary behaviors. Using the National Health and Nutrition Examination Survey (NHANES) dataset, this dissertation explores factors associated with the perception of diet quality among U.S. adults. In Chapter 1, we derived dietary patterns using latent class analysis and explored their association with perceived diet …


An Epidemiologic Study Of Vaccination Exemptions And Pertussis Risk, Corinne B. Tandy Dec 2021

An Epidemiologic Study Of Vaccination Exemptions And Pertussis Risk, Corinne B. Tandy

Doctoral Dissertations

The incidence of pertussis, a vaccine-preventable disease that can have severe complications in infants, has been increasing in the United States over the past three decades. Vaccine hesitancy and refusal have also increased and are associated with vaccination exemptions, which in turn are associated with outbreaks of vaccine-preventable diseases, including pertussis. Understanding attitudes towards vaccinations and identifying geographic disparities of vaccination exemptions and pertussis risks is useful for guiding control programs. Therefore, the objectives of this study were to: (i) investigate attitudes towards vaccinations; (ii) identify county-level geographic disparities and sociodemographic predictors of vaccination exemptions in Florida; (iii) investigate county-level …


Applied Infectious Disease Forecasting For Public Health, Graham Gibson Oct 2021

Applied Infectious Disease Forecasting For Public Health, Graham Gibson

Doctoral Dissertations

Infectious disease modeling has emerged as a powerful data driven tool for monitoring outbreaks, assessing intervention strategies, and allocating public health resources. This thesis addresses a variety of challenges faced in real-world infectious disease forecasting. We first present methods for aggregating forecasts made at different spatial scales, where explicitly modeling the spatial dependency would be computationally prohibitive. We then extend the mechanistic model framework to create an operational forecasting model capable of handling real-world COVID-19 surveillance system issues. Finally, we propose a new framework for merging mechanistic and statistical approaches to infectious disease forecasting. This framework allows modelers to construct …


Investigating The Developmental Impacts Of 3,3’-Dichlorobiphenyl (Pcb-11) In Zebrafish (Danio Rerio), Monika A. Roy Oct 2021

Investigating The Developmental Impacts Of 3,3’-Dichlorobiphenyl (Pcb-11) In Zebrafish (Danio Rerio), Monika A. Roy

Doctoral Dissertations

The environmental pollutant 3,3’-dichlorobiphenyl (PCB-11) is a lower-chlorinated polychlorinated biphenyl (PCB) congener present in air and water samples. Both PCB-11 and its metabolite, 4-PCB-11-Sulfate, are detected in humans, including in pregnant women. The work conducted for this dissertation takes a developmental toxicology approach and uses zebrafish (Danio rerio) to investigate PCB-11’s potential impacts to the liver and pancreas. Chapter 1 introduces PCBs and the current knowledge gaps. Chapter 2 investigates PCB-11 interactions in short-term 4-day exposures with the Aryl hydrocarbon receptor (Ahr) pathway in both 0-20 mM individual and mixture exposures with other Ahr agonists. In Chapter 3, …


High-Dimensional Feature Selection And Multi-Level Causal Mediation Analysis With Applications To Human Aging And Cluster-Based Intervention Studies, Hachem Saddiki Oct 2021

High-Dimensional Feature Selection And Multi-Level Causal Mediation Analysis With Applications To Human Aging And Cluster-Based Intervention Studies, Hachem Saddiki

Doctoral Dissertations

Many questions in public health and medicine are fundamentally causal in that our objective is to learn the effect of some exposure, randomized or not, on an outcome of interest. As a result, causal inference frameworks and methodologies have gained interest as a promising tool to reliably answer scientific questions. However, the tasks of identifying and efficiently estimating causal effects from observed data still pose significant challenges under complex data generating scenarios. We focus on (1) high-dimensional settings where the number of variables is orders of magnitude higher than the number of observations; and (2) multi-level settings, where study participants …