Public Health Commons^™

Mixed-Methods Assessment Of Farmworkers’ Perceptions Of Workplace Compliance With Worker Protection Standards And Implications For Risk Perceptions And Protective Behaviors, Carly Hyland, Lisa Meierotto, Rebecca L. Som Castellano, Cynthia L. Curl

Public and Population Health Faculty Publications and Presentations

Introduction: The Environmental Protection Agency (EPA)’s Worker Protection Standards is the primary set of legislation aimed at protecting farmworkers from occupational pesticide exposure in the United States. Previous studies suggest that worker adoption of Pesticide Protective Behaviors (PPBs) promoted by WPS is associated with lower urinary pesticide concentrations. However, adoption of PPBs is often outside of the control of individual farmworkers and dependent on workplace factors such as employer provisioning of Personal Protective Equipment (PPE) and access to trainings/resources.

Methods: We conducted a mixed-method study including urinary pesticide biomonitoring, surveys, and interviews with 62 Latinx farmworkers in southwestern Idaho from …

A Landscape Evaluation Of Caffeine Citrate Availability And Use In Newborn Care Across Five Low- And Middle-Income Countries, Osayame Ekhaguere, Olufunke Bolaji, Helen Nabwera, Andrew Storey, Nicholas Embleton, Stephen Allen, Zelalem Demeke, Olufunke Fasawe, Betty Wariari, Mansharan Seth

Centre of Excellence in Women and Child Health

Apnoea of prematurity (AOP) is a common complication among preterm infants (< 37 weeks gestation), globally. However, access to caffeine citrate (CC) that is a proven safe and effective treatment in high-income countries is largely unavailable in low- and-middle income countries, where most preterm infants are born. Therefore, the overall aim of this study was to describe the demand, policies, and supply factors affecting the availability and clinical use of CC in LMICs. A mixed methods approach was used to collect data from diverse settings in LMICs including Ethiopia, Kenya, Nigeria, South Africa, and India. Qualitative semi-structured interviews and focus group discussions were conducted with 107 different health care providers, and 21 policymakers and other stakeholders from industry. Additional data was collected using standard questionnaires. A thematic framework approach was used to analyze the qualitative data and descriptive statistics were used to summarize the quantitative data. The findings indicate that there is variation in in-country policies on the use of CC in the prevention and treatment of AOP and its availability across the LMICs. As a result, the knowledge and experience of using CC also varied with clinicians in Ethiopia having no experience of using it while those in India have greater knowledge and experience of using it. This, in turn, influenced the demand, and our findings show that only 29% of eligible preterm infants are receiving CC in these countries. There is an urgent need to address the multilevel barriers to accessing CC for managing AOP in Africa. These include cost, lack of national policies, and, therefore, lack of demand stemming from its clinical equivalency with aminophylline. Practical ways to reduce the cost of CC in LMICs could potentially increase its availability and use.

Occupational Stress And Coping During A Public Health Emergency: A Mixed-Methods Approach To Understand The Experiences Of Lactation Professionals In Clinical Settings, Mya Michele Carter

Health Services Research Dissertations

Introduction: During public health emergencies, such as the coronavirus 2019 pandemic, breastfeeding is still the recommended feeding option, and mothers and babies may need additional support to reach breastfeeding goals. Pandemic-related, clinic-level restrictions posed new challenges for postpartum mothers and their healthcare teams, including lactation professionals (LPs). The pandemic and subsequent restrictions may have impacted lactation professionals’ work-related stress and limited their ability to provide lactation support. Coping strategies to mitigate occupational stress can be useful in preventing adverse outcomes for both the provider and the patient. The need for continuous support for this profession of healthcare workers is paramount. …

The Blessed Assembly: Irreplaceable Physical Co-Presence In Worship And Healthy Hybridity Reimagined After The Pandemic In The Digital Age, Yvette, Ying Wai Lau

Doctor of Pastoral Music Projects and Theses

Because of the unprecedented and unexpected force of the pandemic since 2020, most churches around the world have experienced some online worship during the lockdown of their cities or the mandated closure of the church buildings. For many people, online worship seems to be an equivalent, if not better, alternative for gathering together—a physical co-presence in worship—even after the pandemic has ended. As necessary and vital as online worship experiences have been for Christians during the pandemic, the witness of the church from Pentecost throughout Christian history indicates that gathered worship in physical spaces is irreplaceable for faith formation and …

Distinct Genetic Liability Profiles Define Clinically Relevant Patient Strata Across Common Diseases, Lucia Trastulla, Georgii Dolgalev, Sylvain Moser, Laura T. Jiménez-Barrón, Till F. M. Andlauer, Moritz Von Scheidt, Schizophrenia Working Group Of The Psychiatric Genomics Consortium:, Douglas M. Ruderfer, Stephan Ripke, Andrew Mcquillin, Eli A. Stahl, Enrico Domenici, Rolf Adolfsson, Ingrid Agartz, Esben Agerbo, Margot Albus, Madeline Alexander, Farooq Amin, Silviu A. Bacanu, Martin Begemann, Richard A. Belliveau Jr., Judit Bene, Sarah E. Bergen, Elizabeth Bevilacqua, Tim B. Bigdeli, Donald W. Black, Douglas H. R. Blackwood, Anders D. Borglum, Nancy G. Buccola, Et Al

School of Nursing Faculty Publications

Stratified medicine holds great promise to tailor treatment to the needs of individual patients. While genetics holds great potential to aid patient stratification, it remains a major challenge to operationalize complex genetic risk factor profiles to deconstruct clinical heterogeneity. Contemporary approaches to this problem rely on polygenic risk scores (PRS), which provide only limited clinical utility and lack a clear biological foundation. To overcome these limitations, we develop the CASTom-iGEx approach to stratify individuals based on the aggregated impact of their genetic risk factor profiles on tissue specific gene expression levels. The paradigmatic application of this approach to coronary artery …

Examining Enrollment & Engagement In A Hospital-Based Violence Prevention Intervention Study At A Level 1 Trauma Center, Leigh Frederick

Electronic Theses and Dissertations

BACKGROUND: Violence is a significant healthcare issue that affects the health and well-being of individuals, families, and communities. Violence prevention and intervention programs are a powerful way to stop the revolving door of violent injury in our hospitals and communities. The Health Alliance for Violence Intervention (HAVI), develops and connects violence intervention programs, promotes equity for victims of violence globally, and is dedicated to engaging patients during the window of opportunity when they are recovering in the hospital after a violent injury to reduce the chance of retaliation (related to the injury) and recurrence. A small body of research shows …

Burnout Among Medical Residents, Coping Mechanisms And The Perceived Impact On Patient Care In A Low/ Middle Income Country, Charles Muteshi, Elizabeth Ochola, Dorothy Kamya

Obstetrics and Gynaecology, East Africa

Background: Burnout is a syndrome that result from chronic workplace stress and it characterized by emotional exhaustion, depersonalization and low personal accomplishments. Studies report higher burnout levels in medical personnel compared to the general population. Workplace burnout has been directly linked to medical errors and negative coping strategies such as substance abuse. The aims of this study were to assess the level of burnout in medical residents, evaluate their impressions about coping mechanisms and assess perceived impact on patient care in a low/ middle income country setting.

Methods: This was a cross sectional, mixed methods survey carried out at Aga …

J Mich Dent Assoc July 2024

The Journal of the Michigan Dental Association

Every month, the Journal of the Michigan Dental Association provides news, information, and features about Michigan dentistry to our state's oral health community and the MDA's 6,200+ members. It is the primary publication reaching Michigan dentists.

The July issue of the Michigan Dental Association (MDA) journal focuses on the member and public value of the association's Public Education Campaign through a cover story "Smile Brighter Michigan!". It also features articles on:

• How to get value from your MDA membership

• Joining the MDA Forensic Dental Team

• A new professional column, News you need, an editorial and regular department articles covering MDA …

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  Go to article

Knowledge, Attitudes And Practices Regarding Sexually Transmitted Infections In South Carolina: A Cross-Sectional Survey And Comparison To Geographically-Associated Social Determinants Of Health, Sean Patrick Sweeney

Theses and Dissertations

Sexually transmitted disease (STD) rates are on the rise in the United States. South Carolina ranks consistently among the states with the highest STD burdens, especially for the bacterial diseases gonorrhea and chlamydia. This study sought to determine the opinions, beliefs, and knowledgebase of South Carolina citizens regarding STDs and sexual health/education. In doing so, the study seeks to identify areas of improvement for educators, healthcare workers, and public health employees. Using a web-based cross-sectional survey, this study contacted approximately 900,000 South Carolina residents for participation. Participants were asked a variety of questions focused on STD knowledge, opinions, and practices. …

Baseline Assessment Of Cervical Cancer Screening And Treatment Capacity In 25 Counties In Kenya, 2022, Valerian Mwenda, David Murage, Catherine Kilonzo, Joan-Paula Bor, Patricia Njiri, Lance Osiro, Mary Nyangasi, Marc Arbyn, Philippe Tummers, Marleen Temmerman

Centre of Excellence in Women and Child Health

Background: Cervical cancer is the leading cause of cancer deaths among women in Kenya. In the context of the Global strategy to accelerate the elimination of cervical cancer as a public health problem, Kenya is currently implementing screening and treatment scale-up. For effectively tracking the scale-up, a baseline assessment of cervical cancer screening and treatment service availability and readiness was conducted in 25 priority counties. We describe the findings of this assessment in the context of elimination efforts in Kenya.

Methods: The survey was conducted from February 2021 to January 2022. All public hospitals in the target counties …

Smile Brighter, Michigan: Inside The Mda Public Education Campaign, Rich Evans

The Journal of the Michigan Dental Association

The Michigan Dental Association's (MDA) Public Education Campaign, active for over three decades, aims to improve oral health and encourage visits to MDA-member dentists across Michigan. Funded by member dues, the campaign uses digital advertising and the smilemichigan.com website to educate the public. Key initiatives include the Find-A-Dentist tool, the "Healthy Mouth, Healthy Body" program, and various community outreach efforts. Upcoming features include the "Story Behind Every Smile" campaign, highlighting personal stories about the impact of dental health. By promoting proactive oral care, the MDA supports better overall health for Michigan residents.

In Their Voices: Kenyan Women's Experiences With Cancer Treatment–Related Side Effects, Tayreez Mushani, Dinah Kassaman, Sharon Brownie, Peterson Kiraithe, Margaret Barton-Burke

School of Nursing & Midwifery, East Africa

Objective This article reports on a secondary analysis of a qualitative study conducted in Nairobi, Kenya that reported several initial themes. In this article, the authors explore the theme of treatment-related side effect management by women receiving treatment for breast or cervical cancer.

Methods Women were interviewed at three points during their active treatment trajectory. Participants were purposefully selected and saturation was reached when interviews did not yield any new themes. The interviews were transcribed and analyzed for internal consistency, frequency, extensiveness, intensity and specificity. The Nvivo pro 12 software was used in organizing and managing the data to facilitate …

Interdisciplinary Perspectives On Multimorbidity In Africa: Developing An Expanded Conceptual Model, Justin Dixon, Ben Morton, Misheck Nkhata, Alan Silman, Ibrahim Simiyu, Stephen Spencer, Myrna Van Pinxteren, Edna Bosire, Christopher Bunn, Claire Calderwood

Brain and Mind Institute

Multimorbidity is an emerging challenge for health systems globally. It is commonly defined as the co-occurrence of two or more chronic conditions in one person, but its meaning remains a lively area of academic debate, and the utility of the concept beyond high-income settings is uncertain. This article presents the findings from an interdisciplinary research initiative that drew together 60 academic and applied partners working in 10 African countries to answer the questions: how useful is the concept of multimorbidity within Africa? Can the concept be adapted to context to optimise its transformative potentials? During a three-day concept-building workshop, we …

A Process Evaluation Of Utah’S Food Security Council, Palak Gupta, Heidi Leblanc

Outcomes and Impact Quarterly

Utah’s Food Security Council (FSC) brings together diverse stakeholders to address food security across the state. As FSC concluded its inaugural year of work, a process evaluation assessed its progress. Findings will inform FSC’s future strategic improvements, partnerships, and community outreach activities.

Association Of Hiv Status And Other Minoritized Identities With Psychiatric Diagnoses Among Transgender And Gender Diverse Individuals In The All Of Us Research Program, Fanghui Shi

Theses and Dissertations

Background: Transgender and gender diverse (TGD) people, whose gender identities or expressions differ from the sex assigned at birth, are disproportionately affected by adverse health outcomes, including various psychiatric diagnoses such as depression, anxiety, stress, and substance use disorders. The Gender Minority Stress Model emphasizes that TGD people face both proximal stressors at a personal/individual level (e.g., internalized stigma) and distal stressors at a societal level (e.g., discrimination) due to their minority status, which largely contributes to their increased risk of psychiatric diagnoses. Despite these health disparities, there is a paucity of gender identity data collected in large population-based health …

Communicating About A Nicotine Reduction Policy Among People Who Use Little Cigars And Cigarillos, Charity Afi Ntansah

Theses and Dissertations

The U.S. Food and Drug Administration (FDA) has proposed rulemaking to reduce the nicotine content in cigarettes and other combusted tobacco products to non-addictive levels. A very low nicotine content (VLNC) policy aimed primarily at cigarettes could drive people to other combusted products like little cigars and cigarillos (LCCs), potentially undermining its effectiveness. Expanding the policy to include LCCs requires effective messages for people who use LCCs. This dissertation explores how to communicate the reduced nicotine policy to people who use LCCs. The research recruited four populations with the highest prevalence of cigar use: African American and White males and …

Development And Validation Of A Plasmalogen Score As An Independent Modifiable Marker Of Metabolic Health: Population Based Observational Studies And A Placebo-Controlled Cross-Over Study, Habtamu B. Beyene, Kevin Huynh, Tingting Wang, Sudip Paul, Michelle Cinel, Natalie A. Mellett, Gavriel Olshansky, Thomas G. Meikle, Gerald F. Watts, John Blangero

School of Medicine Publications

Background

Decreased levels of circulating ethanolamine plasmalogens [PE(P)], and a concurrent increase in phosphatidylethanolamine (PE) are consistently reported in various cardiometabolic conditions. Here we devised, a plasmalogen score (Pls Score) that mirrors a metabolic signal that encompasses the levels of PE(P) and PE and captures the natural variation in circulating plasmalogens and perturbations in their metabolism associated with disease, diet, and lifestyle.

Methods

We utilised, plasma lipidomes from the Australian Obesity, Diabetes and Lifestyle study (AusDiab; n = 10,339, 55% women) a nationwide cohort, to devise the Pls Score and validated this in the Busselton Health Study (BHS; n = …

Exploring Negotiated Autonomy In The Physician–Physician Assistant Collaborative Dyad, Stephen Robie

Doctor of Philosophy in Translational Health Sciences Dissertations

Physician Assistants (PAs) are integral members of multidisciplinary medical care teams who practice medicine legally under the supervision of physicians. During medical care, supervision is a dynamic process of collaboration wherein a PA who displays competence is granted increasing independence by the supervising physician. This process has been referred to as negotiated autonomy. Despite being noted in work-force literature, the mechanics of how negotiated autonomy operates in real-time have not been described. As organizations increasingly work to integrate PAs into practice, new-hire training programs called ‘on-boarding’ have been implemented to accelerate PA professional development with a goal of increased efficiency …

Financial Incentives For Smoking Cessation Among Socioeconomically Disadvantaged Adults: A Randomized Clinical Trial, Darla Kendzor, Michael Businelle, Summer Frank-Pearce, Joseph Waring, Sixia Chen, Emily Hébert, Michael Swartz, Adam Alexander, Munjireen Sifat, Laili Kharazi Boozary, David Wetter

Kimmel Cancer Center Faculty Papers

IMPORTANCE: Socioeconomically disadvantaged individuals (ie, those with low socioeconomic status [SES]) have difficulty quitting smoking and may benefit from incentive-based cessation interventions.

OBJECTIVES: To evaluate the impact of incentivizing smoking abstinence on smoking cessation among adults with low SES.

DESIGN, SETTING, AND PARTICIPANTS: This study used a 2-group randomized clinical trial design. Data collection occurred between January 30, 2017, and February 7, 2022. Participants included adults with low SES who were willing to undergo smoking cessation treatment. Data were analyzed from April 18, 2023, to April 19, 2024.

INTERVENTIONS: Participants were randomized to usual care (UC) for smoking cessation (counseling …

The Role Of Occupational Therapy On Sexuality And Intimacy In Women With Disabilities, Diamond Escobedo, Cassandra Nelson

Summer 2024 OTD Capstone Symposium

This project was developed to provide an educational program to spread advocacy and education about the stigmatization of women with disabilities, who are unable to interact in sexual relationships and intimacy. The occupational therapy perspective would be identified as solving the problem by providing education, resources, and adaptive devices to individuals who have a disability and experience deficits in sexual intimacy through the implementation of a program.

Decentralized Clinical Trials For Medications To Reduce The Risk Of Dementia: Consensus Report And Guidance, Leanne Howard, Carla Abdelnour, Erin Abner, Ricardo F. Allegri, Hiroko H. Dodge, Serge Gauthier, Camilla M. Hoyos, Gregory Jicha, Patrick G. Kehoe, Catherine J. Mummery, Adesola Ogunniyi, Nikolaos Scarmeas, Xiaoying Chen, Jodie R. Titiner, Christopher R. Weber, Ruth Peters

Neurology Faculty Publications

INTRODUCTION: Recent growth in the functionality and use of technology has prompted an increased interest in the potential for remote or decentralized clinical trials in dementia. There are many potential benefits associated with decentralized medication trials, but we currently lack specific recommendations for their delivery in the dementia field.

METHODS: A modified Delphi method engaged an expert panel to develop recommendations for the conduct of decentralized medication trials in dementia prevention. A working group of researchers and clinicians with expertise in dementia trials further refined the recommendations.

RESULTS: Overall, the recommendations support the delivery of decentralized trials in dementia prevention …

Parenting Identity And Parental Mental Health In Chinese Parents In Mainland China, Zhenqiao Yang

Dissertations and Doctoral Documents, University of Nebraska-Lincoln, 2023–

In the modern context of mainland China, parents of young children face unique parenting stressors, making parental mental health during the early stages of parenting a significant public concern. Increasing awareness of the role of self-concepts in mental health underscores the importance of exploring the relationships between parenting identity concepts, parenting stress, parental mental health, and familial factors. This study aims to examine the relationship between parenting identity and parental mental health, specifically depression and anxiety, in the context of early childhood parenting stress. Data were collected from 456 parents at four daycare centers and public spaces in an Eastern …

Ultrapotent Broadly Neutralizing Human-Llama Bispecific Antibodies Against Hiv-1, Jianliang Xu, Tongqing Zhou, Krisha Mckee, Baoshan Zhang, Cuiping Liu, Alexandra F Nazzari, Amarendra Pegu, Chen-Hsiang Shen, Jordan E Becker, Michael F Bender, Payton Chan, Anita Changela, Ridhi Chaudhary, Xuejun Chen, Tal Einav, Young Do Kwon, Bob C Lin, Mark K Louder, Jonah S Merriam, Nicholas C Morano, Sijy O'Dell, Adam S Olia, Reda Rawi, Ryan S Roark, Tyler Stephens, I-Ting Teng, Emily Tourtellott-Fogt, Shuishu Wang, Eun Sung Yang, Lawrence Shapiro, Yaroslav Tsybovsky, Nicole A Doria-Rose, Rafael Casellas, Peter D Kwong

Faculty, Staff and Student Publications

Broadly neutralizing antibodies are proposed as therapeutic and prophylactic agents against HIV‐1, but their potency and breadth are less than optimal. This study describes the immunization of a llama with the prefusion‐stabilized HIV‐1 envelope (Env) trimer, BG505 DS‐SOSIP, and the identification and improvement of potent neutralizing nanobodies recognizing the CD4‐binding site (CD4bs) of vulnerability. Two of the vaccine‐elicited CD4bs‐targeting nanobodies, G36 and R27, when engineered into a triple tandem format with llama IgG2a‐hinge region and human IgG1‐constant region (G36×3‐IgG2a and R27×3‐IgG2a), neutralized 96% of a multiclade 208‐strain panel at geometric mean IC80s of 0.314 and 0.033 µg mL−1, respectively. Cryo‐EM …

Change In Trust In Us Government Health Agencies For Cancer Information In The Covid-19 Era, Onyema G Chido-Amajuoyi, Rajesh Talluri, Henry K Onyeaka, Itunu Sokale, Gideon T Dosunmu, Noelle Loconte, Sanjay Shete

Faculty, Staff and Student Publications

This cross-sectional study assesses changes in levels of public trust in US government health agencies providing cancer information.

Transcranial Direct Current Stimulation Of The Dorsolateral Prefrontal Cortex Does Not Improve Handgrip Time-To-Failure Or Alter Central Or Peripheral Hemodynamics, Yousef Qadumi

All NMU Master's Theses

Age-related deviations to the neuromuscular system negatively impact motor function and performance. Transcranial direct current stimulation (tDCS) has been linked to improvements in the neuromuscular system. The purpose of this study was to determine if tDCS delivered to the dorsolateral prefrontal cortex (DLPFC) would improve handgrip time-to-failure in adults 60 years old and older. Twenty-five participants completed five maximal voluntary contractions, followed by 20-minutes of a-tDCS or SHAM conditions. Next, participants completed a handgrip time-to-failure task by maximally squeezing an electronic handgrip dynamometer until they could no longer maintain 50% of their maximal voluntary contraction. Pairwise t-test revealed a non-significant …

Understanding Differential Reductions In Undernutrition Among Districts In Rwanda Through The Perspectives Of Mid-Level And Community Actors On Policy Commitment And Policy Coherence, Elyse Iruhiriye, Edward A. Frongillo Ph.D., Deanna K. Olney, Emmanuel Niyongira, Simeon Nanama, Christine E. Blake Ph.D., Rd, Eugene Rwibasira, Paul Mbonyi

Faculty Publications

Understanding the drivers of improvements in child undernutrition at only the national level can mask subnational differences. This paper aimed to understand the contributions of factors in the enabling environment to observed differences in stunting reduction between districts in Rwanda. In 2017, we conducted 58 semi-structured interviews with mid-level actors (n = 38) and frontline workers (n = 20) implementing Rwanda's multi-sectoral nutrition policy in five districts in which stunting decreased (reduced districts) and five where it increased or stagnated (non-reduced districts) based on Rwanda's 2010 and 2014/15 Demographic and Health Surveys. Mid-level actors are government officials and service providers …

Pediatric Oral Health Literacy Among Caregivers Of Young Children, Melissa L. Sullivan

Health Services Research Dissertations

Early childhood caries (ECC) is a common dental condition that affects the primary teeth of infants and young children. ECC can have a significant negative impact on a child’s oral health and overall well-being. Caregivers have an important role in the prevention of early childhood caries through knowledge, understanding, and awareness of good oral hygiene practices. Caregivers who possess adequate oral health literacy (OHL) may be more likely to recognize the risks associated with ECC, implement proper oral hygiene practices, and make informed oral health choices for themselves and their child.

The overarching purpose of this dissertation is to explore …

Discussions Of Cancer Survivorship Care Needs: Are There Rural Versus Urban Inequities?, Tyrone F. Borders, Lindsey R. Hammerslag

Markey Cancer Center Faculty Publications

Background: Rural cancer survivors may face greater challenges receiving survivorship care than urban cancer survivors.

Purpose: To test for rural versus urban inequities and identify other correlates of discussions about cancer survivorship care with healthcare professionals.

Methods: Data are from the 2017 Medical Expenditure Panel Survey (MEPS), which included a cancer survivorship supplement. Adult survivors were asked if they discussed with a healthcare professional 5 components of survivorship care: need for follow-up services, lifestyle/health recommendations, emotional/social needs, long-term side effects, and a summary of treatments received. The Behavioral Model of Health Services guided the inclusion of predisposing, enabling, and need …

An Examination Of Self-Identity In Relation To Smoking And Vaping In South Carolina, Jaron Hoani King

Theses and Dissertations

BACKGROUND

This dissertation examines self-identity in the context of smoking and vaping among adults in South Carolina (SC) using data from the 2023 SC Adult Tobacco Survey (n=1370). The conceptual model created to guide this dissertation is called the “Smoker and Vaper Behavior-Identity Model” and draws constructs from theoretical frameworks in health behavior and social identity theories. Behavior was defined as lifetime and past 30 day cigarette or e-cigarette use. Self-identity was defined by asking respondents with a history of cigarette or e-cigarette use “Do you consider yourself a smoker/vaper”, respectively.

METHODS

First, this study assesses the prevalence of mismatching …

Functional Multivariable Logistic Regression With An Application To Hiv Viral Suppression Prediction, Siyuan Guo, Jiajia Zhang Ph.D., Yichao Wu, Alexander C. Mclain Ph.D., James W. Hardin, Bankole Olatosi Ph.D., Xiaoming Li Ph.D.

Faculty Publications

Motivated by improving the prediction of the human immunodeficiency virus (HIV) suppression status using electronic health records (EHR) data, we propose a functional multivariable logistic regression model, which accounts for the longitudinal binary process and continuous process simultaneously. Specifically, the longitudinal measurements for either binary or continuous variables are modeled by functional principal components analysis, and their corresponding functional principal component scores are used to build a logistic regression model for prediction. The longitudinal binary data are linked to underlying Gaussian processes. The estimation is done using penalized spline for the longitudinal continuous and binary data. Group-lasso is used to …