Social and Behavioral Sciences Commons^™

Exploring The Synergy Between Very Large Transformer And Lstm Models For Effective Medical Captioning From Videos To Text: The Impact Of Captioning In Healthcare, R. V. Aswiga, Moin Ahmed Zahir

Data Science Faculty Publications

In today’s rapidly evolving digital landscape, the demand for accurate and contextually relevant subtitles for image and video content, particularly in the medical domain, is increasingly critical. Despite the proliferation of visual data across various platforms, existing captioning systems often struggle due to variations in visual settings, complex temporal relationships, and nuanced semantics. Additionally, challenges such as limited datasets, privacy issues, and specialized annotation requirements make medical image captioning particularly difficult. To tackle these challenges, we investigate cutting-edge deep learning methodologies, specifically Transfer Learning and Transformer models, through a comparative analysis. Specifically, we focus on Transfer Learning through the MedVisionCapturer …

Partnering To Change Culture: Advancing Rigor And Transparency In Neurosciences Through Pie Chart, Melissa L. Rethlefsen, Danielle Maurici-Pollock, Leah Everitt, Will White, Ingrid Hendrix, Alexa Copeland, Sam Mckenzie, C W. Shuttleworth

PIE CHART

PIE CHART (Policies, Infrastructure, and Education to CHAmpion Rigor and Transparency) is a new program seeking to develop, test, and iterate sustainable models for improving the culture of rigor and transparency within the University of New Mexico Health Sciences Center. This program is a unique partnership between the Health Sciences Library & Informatics Center and the Department of Neurosciences. This partnership enables departmental interventions, but also aims to benefit the broader community at the University of New Mexico. Using the Center for Open Science's Strategy for Culture Change framework, PIE CHART aims to incentivize rigorous and transparent neuroscience research through …

Pie Chart Overview And Tenure And Promotion, Melissa L. Rethlefsen

PIE CHART

This presentation gives an overview of PIE CHART and additional material relating to open science in tenure and promotion. Materials included in this project were supported by the National Institute Of Neurological Disorders And Stroke of the National Institutes of Health under Award Number RC2NS138557. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.

The Receipt Of Psychological Services And Acceptability Of Local Follow- Up Care For Childhood Cancer Survivors: Are There Rural Vs. Urban Differences?, Tyrone F. Borders, Abigayle Feather, Jerod L. Stapleton, John A. D’Orazio, Eric B. Durbin

Psychology Faculty Publications

Purpose This study examined rural and urban parents’ reports of their children’s receipt of general follow-up care and psychological services, ratings of the acceptability of common sources of follow-up care, and ratings of local/nearby follow-up care access and effectiveness.

Methods A cross-sectional, quantitative survey was conducted among 238 (139 urban, 46 rural adjacent, and 53 rural non-adjacent) parents of childhood cancer survivors (ages 2–17 and at least 2 years since cancer diagnosis) recruited through the Kentucky Cancer Registry. Bivariate analyses and multivariable logistic regressions adjusting for predisposing, enabling, and need factors tested for differences across residence in urban counties, rural …

Social Engagement Moderates The Relationship Between Cognitive Functioning, Depressive Symptoms, And Restless Sleep In Older Black Adults, Sunkanmi Folorunsho, Olufunmilola Abraham, Darlingtina K. Esiaka

Pharmacy Practice and Science Faculty Publications

INTRODUCTION: Older Black adults face higher dementia risk, but it is unclear whether social engagement offsets the effects of depression and restless sleep.

METHODS: We analyzed 1,905 Black adults aged 50+ from the 2016-2020 Health and Retirement Study (HRS). Linear mixed-effects models tested how depressive symptoms, restless sleep, and social engagement predicted baseline cognition and cognitive decline.

RESULTS: Higher depressive symptoms and restless sleep were associated with lower baseline cognition (about 0.2 and 0.5 points lower) and faster decline (β×time ≈ −0.07 and −0.05). Greater social engagement predicted higher baseline cognition (about 0.6 points higher) and slower decline (β×time ≈ …

Impact Of Occupational Therapy Within The Rosenbaum Family House: How Program Development Supports Health And Well-Being For Caregivers And Care Recipients, Zaccardi P. Muniz

Graduate Theses, Dissertations, and Problem Reports (ETD)

Healthcare hospitality houses (HHH) are designed to accommodate patients and caregivers receiving medical treatment far from home. The Rosenbaum Family House (RFH) acts as the HHH adjacent to J.W. Ruby Memorial Hospital in Morgantown, West Virginia. The RFH offers amenities that meet the basic needs of guests; However, there is an opportunity for occupational therapy-based program development to help further assist caregivers and care recipients both inside and outside the RFH. During the doctoral capstone experience (DCE), a three-phase project was developed to support the health and well-being of guests and WVUMedicine clients through group programming, resource guide development, and …

Simulating Social Attitudes With Llms: Accuracy, Demographic Effects, And Refusal Behavior In The Sensitive Domain Of Suicide Prevention, Cristina J. Perez, Michael P. Vasquez Jr., Philippe J. Giabbanelli, Patrick Y. Wu

VMASC Publications

Large language models (LLMs) are increasingly used to simulate public opinion, yet their validity in sensitive policy domains remains underexplored. We evaluate whether LLMs can reproduce attitudes toward suicide prevention policies using 32 questions drawn from seven nationally representative U.S. surveys (2023-2025). We systematically vary demographic conditioning (race/ethnicity, gender, age, education, income, party), prompt framing (direct elicitation, respondent embodiment, specialist embodiment), and model architecture (GPT-5 Nano, DeepSeek V3.2, Meta Llama 3.1 8B, Mistral Small 24B). Across 811,560 prompts, the mean absolute error—the average gap between predicted and human response distributions—is 23 percentage points. We also find that LLM responses to …

Culturally Responsive Dialectical Behavior Therapy With Chinese Sexual And Gender Minority Individuals: A Qualitative Study, Weiyi Liao M.S.

Selected Full Text Dissertations, 2011-

Professional guidelines emphasize the importance of adapting evidence-based treatments to the cultural and contextual needs of minoritized populations. Although substantial research has examined lesbian, gay, bisexual, transgender, and queer (LGBTQ+) mental health, comparatively little is known about the psychotherapy experiences of Chinese sexual and gender minority individuals or how dialectical behavior therapy (DBT) may be delivered responsively with this population. DBT is an evidence-based treatment for emotion dysregulation, self-harm, and suicidal behavior that explicitly addresses the effects of invalidating environments. Because Chinese cultural contexts and LGBTQ-related minority stress may both shape emotional expression, help-seeking, and treatment experiences, this qualitative study …

Left In The (Road) Dust: Analyzing Advanced Clean Cars Ii In California’S Disadvantaged Communities, Jj Hoffman

Pomona Senior Theses

Across the United States, air pollution disproportionately impacts minority groups. California’s Advanced Clean Cars II (ACC II) waiver was positioned to lead to significant environmental justice impacts, such as reductions in emissions and adverse health outcomes, by establishing stricter regulations for vehicle emissions and ensuring that 100 percent of new passenger vehicle sales are zero-emission by 2035. As the federal government recently nullified ACC II, pollution, and by extension health, could worsen, especially in disadvantaged communities. The thesis established several important relationships, including how disadvantaged communities experienced higher traffic, pollution, and worse health outcomes than non-disadvantaged communities. Though the results …

Understanding Risk And Protective Factors Of Intimate Partner Violence: A Public Health And Social Advocacy Approach, Mangai Natarajan, Yasemin Irvin-Erickson, Brittany Suh, Susan Nembhard, Lindsay Smith, Yi-Fang Lu

Sociology & Criminal Justice Faculty Publications

Intimate partner violence (IPV) is a recurring social problem that has individual, interpersonal, community, and societal level consequences necessitating interdisciplinary knowledge and a holistic, systemic approach for prevention. Recent research on IPV indicates the need to identify the implications of the COVID-19 pandemic for IPV risk and subsequent consequences to inform mitigation solutions. Using a mixed-methods design, this rapid assessment research aims to address an existing gap by gathering primary data on the perceived risk and protective factors in addressing IPV through interviews, focus group discussions (n = 102), and surveys (n = 324) from a purposive sample of victim …

[Review Of The Book The Prescription-To-Prison Pipeline: The Medicalization And Criminalization Of Pain, By M. Smirnova], Hayley Jackey

Sociology & Criminal Justice Faculty Publications

[Introduction] Smirnova’s The Prescription-to-Prison Pipeline offers a critical examination of the impacts of prescription drugs as well as the over-policing and policies created to push individuals into the carceral system rather than providing other options for assistance. Smirnova further captures the social inequalities of race and class of those encased in this pipeline. Within this understanding of the detriment that the system, medical providers, and society place on those who use substances, Smirnova’s use of interviews allows for a clear understanding of how these systems work in conjunction to uphold the pipeline.

Enhancing Graduate Surgical Education: Recommendations For Development Of Common Surgery Education And Training Accreditation Standards, Edwin Christopher Ellison, David B. Hoyt, L. D. Britt, Gerald B. Healy, John R. Potts Iii, Michael M. Awad, Eric A. Gantwerker, Apostolos Gaitanidis, Carol R. Bradford, Robert Phillip Burns, Mary T. Hawn, John G. Hunter, Cheryl T. Lee, Keith D. Lillemoe, Najjia N. Mahmoud, Jeffrey B. Matthews, Michael W. Neumeister, Kathleen C. Y. Sie, The Independent Committee For Graduate Surgical Education

Department Surgery Faculty Publications

Background:

Concerns persist within the surgical community that completion of an accredited surgical residency no longer consistently ensures that trainees are ready for independent practice. In response, the Independent Committee for Graduate Surgical Education (ICGSE) was established in January 2025 to address the unique requirements of surgical training. The committee’s mandate was to recommend program standards that would potentially optimize education and training for surgical residents, with the goal of improving patient care.

Methods:

The ICGSE, consisting of 71 surgeons across 16 specialties, reviewed the history of surgical accreditation and relevant literature. Workgroup-led discussions identified strategies for improving trainee readiness …

Eeg Signatures Of Motor Development In Early Childhood: A Systematic Review, Sonia Khurana, Ashwini Kulkarni, Thomas C. Bulea, Hunter J. Bennett

Rehabilitation Sciences Faculty Publications

Background

Early identification of motor developmental disorders is limited due to lack of objective neural markers that characterize typical neurodevelopmental patterns. This systematic review interprets and synthesizes existing evidence to propose a framework of EEG signatures associated with motor development in children aged 0-5 years, which may help inform future benchmarks for early assessment and intervention.

Methods

Following PRISMA guidelines, we searched published and gray literature across five databases between 2000 and 2025 (registered protocol). Included studies examined EEG during task-based, resting-state, or sleep studies linked to motor milestones, task performance, or standardized motor assessments. Study quality was assessed using …

Should More Teams "Trust The Process" Of Tanking?, Eduardo G. Minuci, Alexander Cardazzi, Candon Johnson

Economics Faculty Publications

In many professional sport leagues, the worst-performing teams receive higher probability of earning top draft picks. This provides teams incentives to purposefully lose, or "tank," if they are not likely to contend for the playoffs or championships. We evaluate the effectiveness of tanking to improve team outcomes by examining the most explicit tanking case in the NBA: the "Trust the Process" Philadelphia 76ers. Using synthetic control, we demonstrate that tanking caused the 76ers to be more successful in terms of winning and operating income. However, only operating income had a plausibly positive present value when calculating discounted present values.

Call To Action: A Telebehavioral Health Framework For Counselor Development, Brittany G. Suggs, Brittany J. Bice-Urbach, Marlene M. Maheu, Kenneth P. Drude, Donna Ford, Jocelyn Novella, Bradford Felker, Donald M. Hilty

Counseling & Human Services Faculty Publications

The widespread implementation of telebehavioral health (TBH) services, accelerated by the COVID-19 pandemic, created an urgent need for standardized competencies in counselor education. Many practitioners report minimal formal training, leading to significant variability in competence and a concerning gap between their confidence and actual preparedness. This article issues a call to action for counseling programs to adopt the interprofessional TBH competency framework from the Coalition for Technology in Behavioral Science (CTiBS). This structured, evidence-based roadmap outlines knowledge and skills for competent, ethical TBH practice across seven domains and three progressive levels: novice, proficient, and authority. Adopting this framework will enhance …

Racial Disparities In Maternal Mortality: The Role Of Explicit And Implicit Bias In U.S. Healthcare, Lailah Allen

Capstone Showcase

Maternal mortality in the United States remains a critical public health crisis, with disproportionately high rates among Black and other minority women. Despite advances in obstetric medicine, racial disparities in pregnancy-related deaths persist due to structural inequities, implicit bias in healthcare delivery, unequal access to prenatal and postpartum care, and broader social determinants of health. Nationally, Black women are significantly more likely to experience severe maternal morbidity and mortality compared to White women, reflecting longstanding inequities embedded within the healthcare system. This paper examines the relationship between race, healthcare access, and maternal outcomes through a focused case study of and …

Visual Aids And Numeracy In Healthcare: Leveraging The Drawing Effect, Zephyr J. Markley

Capstone Showcase

Healthcare decisions often require patients to interpret numerical risk information under stress, yet many struggle with low numeracy, which can distort comprehension and undermine informed consent. Well-designed visual aids can improve diagnostic inference, calibrate confidence, and support better choices, especially for patients with limited numeracy, but their impact depends on whether users can actually interpret the format accurately. Drawing may further enhance these tools by adding a tactile, generative layer that engages visual, semantic, and motoric processing while helping patients organize information into concrete models.

Passive visual aids appear useful but limited because they often position patients as observers rather …

The Effect Of The Affordable Care Act Medicaid Expansion On The Risk Of Hospital Closure And Adolescent Hpv Immunization In Rural Counties, Juliette Des Rosiers

Scripps Senior Theses

From 2005 to 2025, over 200 rural hospitals shut their doors, often citing increased operational costs, staffing shortages, low patient volume, regulatory barriers, financial challenges exacerbated by the COVID-19 pandemic, and uncompensated care as common contributors to the closures. Rural patients are often referred by their primary care physician to a hospital for regular immunizations, since smaller clinics have less capacity to provide immunizations due to a shortage of pediatricians and limited vaccine stock. A crucial vaccine that is not required by schools and underutilized in rural areas is that against human papillomavirus (HPV), a virus that infects cutaneous and …

Improving Maternal Health: Investigating The Early Impacts Of Medicaid Coverage Of Doulas In Oregon, Miriam Akhmetshin

Scripps Senior Theses

While the U.S. spends more per-capita than any country on healthcare, we experience the worst maternal health outcomes of high-income nations. In addition to hefty healthcare bills, an overwhelming majority of mothers experience pregnancy-related health issues that decrease productivity and utility. Thus, it is critical to research cost-effective solutions that can improve maternal health and promote equitable outcomes. Doulas are trained non-medical professionals who support mothers and families before, during and after birth. As a growing body of medical literature points to the role of doulas in decreasing costly medical interventions, insurance companies have begun covering their services. In 2014, …

Food Stamp Participation And Health Outcomes In Ca Immigrants, Esther Kang

Scripps Senior Theses

The U.S. social welfare system includes programs aiming to increase access to nutritious food to reduce nutrition insecurity. However, studies suggest that immigrants continue to face disproportionate risks of nutrition insecurity and may face barriers to enrollment due to legal status. This study, using secondary data from the 2023 California Health Interview Survey, examines the associations between food stamp participation, food insecurity, and clinical diagnosis of diabetes among adult U.S.-born, naturalized, and non-citizen adults in California. The findings suggest that those enrolled in food stamps are more likely to report food insecurity than those who are not enrolled, and that …

The Connection Between Medicaid And Obesity In Northeast Ohio, Emmie Kelley, Sophie Kheder

Williams Honors College, Honors Research Projects

Obesity is a major public health concern in the United States that is projected to increase exponentially over the next few years. Obesity is commonly associated with a lower socioeconomic status. Lower-income individuals tend to be supported by Medicaid, a federal insurance program for low-income Americans. Prior studies have shown a positive correlation between income status and obesity prevalence. Our goal was to find if there was a correlation between Medicaid patients and obesity in Northeast Ohio, to provide physicians with a set of characteristics to better combat obesity, since preventative and treatment guidelines are tailored to national trends. We …

Neighborhood Socioeconomic Deprivation And Physical Activity Associate With Extracellular Vesicle Size And Cargo In A Community-Based Cohort Of Women, Yvonne Baumer, Elizabeth M. Aquino Peterson, Matthew R. Bavuso, Noel Miller, Cristhian A. Gutierrez-Huerta, Nithya P. Vijayakumar, Sam J. Neally, Kaveri Curlin, Valerie M. Mitchell, Billy S. Collins, Neelam R. Redekar, Subrata Paul, Anca D. Dobrian, Tiffany M. Powell-Wiley

Department of Biomedical and Translational Sciences Faculty Publications

African American (AA) women face disproportionate cardiovascular disease (CVD) risk due to adverse social determinants of health (SDoH), including lower socioeconomic status (SES). Physical activity (PA) and plasma extracellular vesicles (EVs) modulate CVD risk, but their relationships with SDoH remain unclear. This study examines associations between SDoH, PA, and plasma EVs in a Washington, DC-based cohort of at-risk AA women. Participants (N = 24, Age: 57 ± 12, BMI: 35 ± 6, ASCVD: 9 ± 5) joined the Step It Up Community-Engaged, Digital Health Physical Activity Intervention pilot study. EVs were isolated from fasting plasma samples. Multivariable regression, adjusted for …

Perceptions Of Managerial Roles In Physician Leadership Among First- And Final-Year Medical Students: A Cross-Sectional Study Using Mintzberg’S Framework, Sari Huikko-Tarvainen, Timo Tuovinen, Petri Kulmala

Health Professions Education

Purpose: This study investigated how medical students – as future physicians – perceive the relevance of Mintzberg’s ten managerial roles to physician leadership, and whether these perceptions change throughout medical education.

Method: In 2021, all first‑year (n = 116/116) and 98% of final‑year (n = 107/109) students at the University of Oulu, Finland completed a web‑based survey rating Mintzberg’s ten managerial roles in fulfilling physician leaders’ leadership work on a 5‑point Likert scale. Item reliability and internal consistency were examined with Cronbach’s α. Because Likert data are ordinal, medians and interquartile ranges (IQRs) were calculated, and group differences were tested …

Increasing Occupational Therapy’S Visibility In College Sports Medicine In Student-Athletes With Season-Ending Injuries, Mickaela H. Buzzy, Bonnie Fischer-Camara

Post Professional Occupational Therapy Doctoral (PPOTD) Student Capstone Projects

Sport is an essential part of a student-athlete’s life. Many student-athletes gain a strong “athletic identity” in their sport. When a student-athlete is faced with an injury, specifically a season-ending injury, they are at risk of facing a significant sense of loss of identity and adverse psychological effects on their mental health. In the collegiate athletic setting, athletic trainers are often the first to notice signs of psychological distress of student-athletes; however, they frequently report limited education, training, and confidence in providing necessary psychosocial interventions. The purpose of this capstone project was to increase occupational therapy’s visibility in the collegiate …

The Influence Of Familial Substance Use Disorder On Perceptions And Attitudes Towards Substance Use Disorders And Participant Substance Use Behavior Among Emerging Adults, Elijah M. Lefeld, Jennifer Stanley

Williams Honors College, Honors Research Projects

This research project explores how the lived experience of having an immediate family member with a substance use disorder (SUD) influences a person’s perceptions, attitudes, and behaviors related to substance use. Rather than focusing on the individual diagnosed with SUD, the study examines the reciprocal impact on family members within the social subsystem. Using a quasi-experimental design, the project will compare participant responses using with and without a familial connection to SUD. Data will be collected through Qualtrics surveys distributed via SONA. These measures will record demographic information, personal substance use habits, attitudes toward addiction, perception of substance use disorders, …

Associations Between Oral Hormonal Contraceptive Use, Digestive And Other Health Symptoms In Young Women, Silviana E. Buzatu

Honors Undergraduate Theses

Oral hormonal contraceptives (OHCs) are widely used among reproductive-age women; however, their gastrointestinal (GI) side effects remain understudied. The present study examined associations between OHC use, GI, physical, and psychological symptom burden in a large sample of undergraduate women. Participants (N = 669) aged 18 to 25 years were recruited from UCF’s SONA system and classified into three groups based on self-reported contraceptive status: no birth control, combined estrogen–progestin OHC, and progestin-only OHC. Participants completed GI questionnaires, as well as physical and mental health symptoms ones.

Multivariate analyses indicated that overall GI symptom profiles did not differ significantly by birth …

Health Care Governance And Structural Exclusion In Florida: A Human Rights Analysis Of Access For Latinx Communities, Natalie Medrano

Honors Undergraduate Theses

Access to health care in the United States is a complex system shaped by statutory programs and the discretionary powers of state governance. This thesis examines how Florida’s healthcare system structures access through administrative design, with particular attention to its impact on Latinx communities. Although formally race-neutral, Florida’s reliance on Medicaid non-expansion, managed care delivery, and complex eligibility processes produces systemic barriers that limit access for low-income populations. Drawing on the international right-to-health framework articulated in General Comment No. 14 of the International Covenant on Economic, Social and Cultural Rights, alongside Latinx Critical Race Theory (LatCrit), this study analyzes how …

Gen Z Perspectives On Mental Health Service Interaction: A Qualitative Content Analysis Of Reddit Discourse, Victor A. Aguiar

Honors Undergraduate Theses

Compared to prior generations, Generation Z engages with mental health and mental health service interaction in distinct ways, frequently using social media platforms to share experiences, concerns, and opinions. Previous research has examined mental health discourse on Reddit; however, much of this work relies on inductive thematic approaches and offers limited focus on mental health service interaction and the factors influencing utilization. Guided by the Theory of Planned Behavior (TPB), this study examines how Generation Z discusses mental health service use through online discourse. Public Reddit posts authored by users identifiable as Generation Z, based on self-reported age, school enrollment, …

Socioeconomic Stressors And Their Association With Anxiety And Depression In Undergraduate And Graduate Students, Shreyaashri Selvakumar

Honors Undergraduate Theses

Socioeconomic status (SES) is a social determinant of mental health that may influence the prevalence of anxiety and depression in undergraduate and graduate students. Students from lower socioeconomic backgrounds often encounter financial, academic, and social stressors, which may contribute to poorer mental health outcomes. This study investigates the association between SES-related factors and symptoms of anxiety and depression in undergraduate and graduate students. Data were collected from a large national survey of students in various degree programs and included measures of financial circumstances, food and housing insecurity, access to mental health services, and other demographic variables. Symptoms of depression and …

From Screens To Stress: Public Health Implications Of Cancer Worry In A Digitally Connected World, Shreya Mathur, Ethan Burns, Michael Pokojovy, Tzu-Liang Bill Tseng, Sunil Mathur

Mathematics & Statistics Faculty Publications

Aims:

This study examines how digital information environments, genetic testing experiences, health behaviors, and psychological distress influence cancer-related worry among adults in the United States. It further considers the public health implications of elevated or reduced cancer worry for prevention and risk communication.

Methods:

Data were drawn from a nationally representative survey of 6,252 U.S. adults. Measures included reliance on social media for health decision-making, smoking status, history of genetic testing, and psychological distress. Multivariable analyses assessed associations between these factors and levels of cancer worry.

Results/Findings:

Reliance on social media for health decisions was associated with greater cancer worry, …