Medicine and Health Sciences Commons^™

Cultural Adaptation Of An Innovative Reproductive Health Assessment Tool For Dementia Research In Africa: Insights From The Fember-Africa Study, Alice Moraa Ondieki, Anne Njogu, Cynthia I Sabel Smith, Edna Bosire, Karen Blackmon, Harrison Kaleli, Jasmit Shah, Rachel Maina, Sheila Waa, Chinedu Momoh

Brain and Mind Institute

Background: Dementia research accounts for only 0.1% of all research in Africa,making it the lowest among all low- and middle-income country (LMIC) regions. Thedevelopment and adaptation of biological and psychosocial measures in ethnicallyand culturally diverse populations remain limited but are essential for culturallyinformed research. This is particularly critical for examining sex- and gender-basedvulnerabilities to Alzheimer’s disease and related dementias (ADRD), including factorssuch as reproductive health and fertility.

Method: We conducted a thorough review of our clinical and health questionnaires forcultural relevance and sensitivity through a series (n = 3) of focus groups discussions.These focus groups included a diverse range of …

Vitality Tracking In Kenyan Adults Using Wearable Devices And Ecological Momentary Assessments, Karen Blackmon, Benard Alaka, Catherine Onyancha, Litha Musili, Raechel Kamau, Cyprian Mostert, Mansoor Saleh, Zul Merali, Chinedu Momoh, Thomas Thesen

Brain and Mind Institute

Background: Vitality is essential to healthy aging but is elusive to define and measure.Dynamic capture of fluctuations in vitality can uncover abnormal trajectories thatcould be a harbinger of frailty in older adults. Yet, these fluctuations are missed bystatic and/or sparse sampling strategies. To address the need for dynamic and high-density capture of vitality in older adults, we developed a passive sensing and activeprobing digital platform using wearable devices and smartphones. We deployed thisparadigm in older Kenyan adults and evaluated its potential for use in research on thedynamics of accelerated aging.

Method: Cognitively unimpaired (CU) Kenyan adults ≥ 35 years of …

Predicting Accelerated And Delayed Aging In Global Settings: Biobehavioral Age Gaps And The Role Of Global Exposomes, Hernan Hernandez, Hernando Santamaria-Garcia, Sebastian Moguilne, Agustina Legaz, Pavel Prado, Jhosmary Cuadros, Liset Gonzalez, Cyprian Mostert, Chinedu Momoh, Zul Merali

Brain and Mind Institute

Background: Global health challenges like aging and dementia are shaped bysocioeconomic disparities, environmental factors, and social determinants of health.We developed a behavioral age gap (BAG), measuring the difference between expectedbehavioral age and chronological age

Method: We utilized a cross-sectional sample (n = 161,981) comprising countriesfrom Latin America, Europe, Asia, and Africa. Behavioral age was estimated usinga Gradient Boosting Regressor with 10-fold cross-validation, incorporating multiplerisk factors (hypertension, diabetes, heart disease, female sex, visual impairment andhearing impairment) and protective factors (cognition, functional ability, education)associated with healthy aging. BAG was calculated as the difference between predictedand chronological age, and adjusted gaps were derived …

Updated Prevalence Estimates Of Obesity Among Adults In The United States, 2005–2018, Ashley W. Kranjac, Dinko Kranjac

Sociology Faculty Articles and Research

Introduction

Body mass index is an imperfect measure of excess adiposity but is ingrained in both research and clinical practice to define and diagnose adult obesity. The addition of waist circumference measure is recommended to fully capture obesity-related health risks at a population level. The latest reframing of obesity by the Lancet Commission relies on body mass index and waist circumference, as well as organ dysfunction and functional limitations, to differentiate between preclinical and clinical obesity.

Methods

Using data from the National Health and Nutrition Examination Survey (2005–2018), we adhere to the proposed redefinition to examine obesity trends in the …

Public Views Towards Lifespan, Healthspan, And Healthy Longevity Medicine In Singapore: A Qualitative Study From The Healthy Longevity (Helo) Initiatives, Belinda Wang, Anna Szucs, Elena Sandalova, Zhi Meng Lim, E. J. Horberg, Paul A. O’Keefe, Louis Island, Sonny Rosenthal, Andrea B. Maier

Research Collection College of Integrative Studies

Introduction: Healthy Longevity Medicine (HLM) offers a strategy to reduce the healthspan-lifespan gap, yet public perspectives remain unclear. This study refines the Healthy Longevity (HELO) framework through a qualitative exploration of public views towards lifespan, healthspan, and HLM.Methods: Individuals living in Singapore participated in semi-structured group or individual discussions to explore (a) their understanding of lifespan and healthspan, (b) motivational factors for health behaviours, and (c) their awareness of HLM. Sampling maximised variation across age, sex, and ethnicity. Data obtained through 13 discussions were analysed with a mixed, inductive-deductive approach employing the HELO framework.Results: Thirty-six participants (mean age = 49.4 …

Young Adults And Early-Onset Psychosis: A Grounded Theory Study Of Experiences Of Identity Development, Katherine Hayden-Lewis, Deborah Rubel

The Qualitative Report

While identity development is a crucial task for young individuals ages 15-25, current research inadequately centralizes identity development in the context of first-time psychosis related to schizophrenia spectrum disorders. This study addresses the knowledge gap by exploring the grand research question, “How does a young person experience their identity development after the first episode of psychosis?”. Constructivist grounded theory methods influenced by critical frameworks were used to collect and analyze data with seven young adults engaged in first episode psychosis programs. Participants were young adults, between the ages of 19-24, that at the time of the study were enrolled in …

Gender Differences In Healthy Eating Index As Informed By The Awareness Of Diagnosis Of Metabolic Dysfunction-Associated Steatotic Liver Disease, Wei Ting Lin, Madeline Novack, Suthat Liangpunsakul, Chiung Kuei Huang, Hui Yi Lin, Po Hung Chen, Tung Sung Tseng, Peng Sheng Ting

School of Public Health Faculty Publications

Background/Objectives: Dietary quality is a driver of metabolic dysfunction-associated steatotic liver disease (MASLD). Men and women often have different levels of adherence to medical advice, but the effect of gender on adherence to dietary advice as a function of awareness of MASLD is understudied. We aim to investigate the differences in diet quality between men and women who are aware of their diagnosis of MASLD compared to their undiagnosed counterparts. Methods: We utilized the National Health and Nutrition Examination Survey 2017–2020 to identify a nationally representative sample of subjects with MASLD, 127 of whom reported a diagnosis of MASLD (diagnosed …

Characterizing Global Dermatologic Engagement And Needs: A Cross-Sectional Study From 83 Countries, Alexis G. Strahan, Christine Li, Maud Guérin, Tom Allison, Gene Colón, Jehireh Peraza-Williams, Olyvia Zarchin, Morvarid Zehtab, Ann M. Pacheco, Jadesola Akinwuntan, Shivani Jain, Marlous L. Grijsen, Wendemagegn Enbiale, Wingfield Rehmus, L. Claire Fuller, Karolyn Wanat, Esther E. Freeman

School of Medicine Faculty Publications

No abstract provided.

Editorial: Migration And Health: A Human Rights Perspective - Conference Insights And Beyond, Noemi Rodriguez, Mira Goral, Justine Mcgovern, Allison Squires, María Isabel Roldos

Publications and Research

No abstract provided.

Volume 8 (2025) The Spanish Language, Language Variations, Cultures And Responsibility

International Journal on Responsibility

This issue reflects an intentional and profound commitment to linguistic inclusion, cultural diversity, and the shared responsibility of scholars to broaden the scope of academic dialogue beyond the boundaries of English. The essays collected here invite us to reimagine bilingualism not only as a communicative skill but also as a moral, social, and institutional responsibility.

Esta edición representa un compromiso intencional y profundo con la inclusión lingüística, la diversidad cultural y la responsabilidad compartida de ampliar los horizontes del diálogo académico más allá de los límites del inglés. Los ensayos aquí reunidos nos invitan a reimaginar el bilingüismo no solo …

Advancing Children's Mental Health In Nevada, Kelliann Beavers, Christopher Kearney

Lincy Institute Events

Nevada ranks 51st nationally in youth mental health access and services, underscoring persistent shortages and disparities across the state. Nearly one in four youths aged 12–17 (23.5%) experienced a major depressive episode in the past year, and 73% did not receive treatment. Approximately 34,000 Nevada youths have reported suicidal thoughts—an urgent call for prevention and coordinated support.

During the 2024–2025 school year, 31.3% of Clark County School District students were chronically absent (missing 10% or more of school days), a challenge closely linked to mental health struggles and socioeconomic barriers.

This community forum provided an opportunity to generate dialogue and …

Moderators Of Peer Influence Effects For Adolescents’ Smoking And Vaping Norms And Outcomes In High And Middle-Income Settings, Jennifer M. Murray, Sharon C. Sánchez-Franco, Olga L. Sarmiento, Erik O. Kimbrough, Christopher Tate, Shannon C. Montgomery, Rajnish Kumar, Laura Dunne, Abhijit Ramalingam, Erin L. Krupka, Felipe Montes, Huiyu Zhou, Laurence Moore, Linda Bauld, Blanca Llorente, Frank Kee, Ruth F. Hunter

Economics Faculty Articles and Research

Background: Peer influence is central to adolescent smoking initiation, yet its impact varies depending on individual and contextual factors. Understanding which moderators (personality, contextual, cultural, and environmental traits) shape these processes can inform more effective prevention strategies. We investigated hypothesized moderators of peer influence for adolescent smoking/vaping norms and other smoking-related outcomes in high and low-middle-income countries (LMICs): Northern Ireland and Bogotá.

Methods: Across 12 schools (n = 1,344, age 12–13 years), participants completed novel behavioral economics experiments measuring social norms, and self-report surveys, before and after school-based prevention interventions (ASSIST and Dead Cool). We examined how peer influence …

Examining Gender And Ethnic Disparities In Scientific Authorship To Promote A Culture Of Equity, Diversity And Inclusion At A University School Of Public Health, Paula Christen, Julia Michalow, Tristan Naidoo, Hillary Topazian, Sabine An Elsland, Abeer Arif, Marc Baguelin, Gemma Clunie, Sarah Essilfie-Quaye, Chinedu Momoh

Brain and Mind Institute

In public health research, diverse perspectives are vital to identify biases that homogenous teams might miss. Since publication metrics influence career progression, we investigated publication rate disparities within a School of Public Health. We analysed 18 322 peer-reviewed publications by 513 affiliated researchers between 2014 and 2023 using multivariable regression models and network analysis to assess the impact of gender, ethnicity, job level and centrality in the School’s research network on publication rates. We found a persistent gender gap in publication rates across job levels and ethnicities, with men publishing more than women (incidence rate ratio 1.30, 95% confidence interval …

Professional Development Program: Sexual And Gender Minorities Education And Training, Aiden Echols, Bs, Madison Via, Bs, Audrey L. Zapletal, Otd, Ms, Otr/L, Cla, Chse, Karla A. Bell, Pt, Dpt, Phd, Fnap

Department of Occupational Therapy Posters and Presentations

Background

LGBTQ+ communities experience health care and health disparities; some reasons include:

• barriers in care
• negative attitudes
• lack of awareness by healthcare providers.

Studies have found healthcare professionals are not adequately trained in LGBTQ+ care

Educators benefit from professional development related to LGBTQ+ inclusivity in higher education.

Social Vulnerability Associations With Hypopharyngeal Carcinoma Treatment And Prognostic Disparities, Camaren M. Cuenca, David M. Bruss, David J. Fei-Zhang, Jill N. D'Souza, Anthony M. Sheyn, Jeffrey C. Rastatter, Daniel C. Chelius

School of Medicine Faculty Publications

Objectives: Prior studies investigating the impacts of social determinants of health (SDoH) on hypopharyngeal cancer have only assessed the impact of individual factors on patient outcomes. This study uses the CDC's Social Vulnerability Index (SVI) and a national patient cohort to examine how the interrelational influence of SDoH affect hypopharyngeal cancer prognosis, treatment, and follow-up. Methods: This retrospective cohort study analyzed patients from 1975 to 2017 with a diagnosis of hypopharyngeal carcinoma in the NCI-SEER database. Net social vulnerability and its contributions from 15 SDoH variables were ranked and scored across all US counties, yielding a SVI. SVI scores were …

Community Factors And County-Level Cancer Screening, Prevalence, And Mortality, Alexandra R. Drake, Eric W. Christensen, Augusto C. Ochoa, William Small, Jinel Scott, Elizabeth Y. Rula

School of Medicine Faculty Publications

IMPORTANCE Cancer screening, prevalence, and mortality vary across US counties; the broad set of community factors associated with these differences are not well understood. OBJECTIVE To assess the relative importance of diverse community measures for explaining county-level variance in cancer screening, prevalence, and mortality rates for breast, colorectal, lung, and prostate cancers. DESIGN, SETTING, AND PARTICIPANTS This geospatial cross-sectional analysis across all US counties used random forest algorithms to estimate the relative importance of 24 community measures—including health behaviors and lifestyle, socioeconomic, and environment factors—as explanatory factors for cancer screening, prevalence, and mortality. For each cancer, county-level cancer screening and …

Adult Adhd Is Linked To Higher Illicit Drug Use And Prescription Drug Misuse, Andrew S. London, Kevin M. Antshel, Joshua Grove, Iliya Gutin, Shannon M. Monnat

Population Health Research Brief Series

Adolescents and young adults with Attention-Deficit/Hyperactivity Disorder (ADHD) are more likely than their peers without ADHD to use illicit drugs and misuse prescription drugs. This brief summarizes findings from a study that used data from the National Wellbeing Survey (NWS) to describe differences in lifetime and past-year use of 7 illicit drugs (marijuana, cocaine, crack cocaine, methamphetamine, heroin, fentanyl, and hallucinogens) and misuse of 4 categories of prescription medications (opioids, tranquilizers, sedatives, and stimulants) between U.S. adults ages 18-64 with and without self-reported healthcare provider-diagnosed ADHD in 2023. The authors find that adults with ADHD are 1.6 to 3.3 times …

Gender Diversity, Substance Cognitions, And Alcohol, Nicotine/Tobacco, And Cannabis Use Among Youth, Luisa Kcomt, Philip T. Veliz, John Jardine, Rebecca J. Evans-Polce, Jennifer Clift, Sean Esteban Mccabe, Cynthia Arslanian-Engoren

Social Work Faculty Publications

Purpose: We aimed to classify youth using a longitudinal, multidimensional construct of gender, and examine associations of gender subgroups with substance cognitions and substance use.

Methods: We used data from the Adolescent Brain Cognitive Development Study (N=11,868 youth ages 9-10 years at baseline [2016-2018] through the year 4 follow-up [ages 13-14 years, 2020-2022]) to conduct latent class models using measures of gender identity, felt gender, gender expression, and gender non-contentedness. We used multivariable logistic regression to assess associations of gender classes with curiosity to use, intention to use, and use of alcohol, nicotine/tobacco, and cannabis, respectively, adjusting for sociodemographic factors. …

Higher Mortality Following Sars-Cov-2 Infection In Rural Versus Urban Dwellers Persists For Two Years Post-Infection, A. Jerrod Anzalone, Michael T. Vest, Makayla E. Schissel, Bradley Price, William B. Hillegass, Ronald Horswell, San Chu, Clifford J. Rosen, Lucio Miele, Susan L. Santangelo, Gordon S. Smith, Sally L. Hodder, Christopher G. Chute

School of Medicine Faculty Publications

Previous studies demonstrated higher short-term mortality among rural compared with urban residents infected with SARS-CoV-2. However, whether this difference persists remains uncertain. This retrospective cohort study analyzed two-year post-COVID-19 mortality by rurality using the National Clinical Cohort Collaborative COVID-19 Enclave, a United States-based longitudinal electronic health record repository. We analyzed mortality among patients infected with SARS-CoV-2 between April 2020 and December 2022, with follow-up until December 2024. Patients were categorized into urban, urban-adjacent rural (UAR), and nonurban-adjacent rural (NAR) groups based on residential ZIP Code. Mortality differences were assessed using Kaplan-Meier analysis and weighted multivariable Cox regression, with weights derived …

Nevada's Healthcare And Education Workforce Pipelines, David Damore, Caitlin J. Saladino, William E. Brown Jr.

Policy Briefs and Reports

With ongoing workforce shortages in K-12 education, healthcare, and mental and behavioral health—occupations central to the HEAL (health, education, administration, and literacy) economy—this brief utilizes the Nevada P-20 to Workforce Research Data System (NPWR) and data from the U.S. Bureau of Labor Statistics to explore the current and projected landscape for these workforces in Nevada. Examining the demographic characteristics of those participating in focused career and technical education training and those earning relevant postsecondary credentials illuminates gender disparities in Nevada’s healthcare and education workforce pipelines. After reviewing the current state of these workforces and assessing the available NPWR data, we …

Physical Activity, Cultural Tourism And Social Inclusion For Persons With Down Syndrome, Dana Ioana Cristea, Anca Cristina Pop, Corina Florina Tătar, Raluca Buhaș, Dariusz Jacek Olszewski-Strzyżowski, Mirela Ștef

Baltic Journal of Health and Physical Activity

Background: Individuals with Down Syndrome (DS) need customized attention. By providing an inclusive environment and tailored cultural support, meaningful and enjoyable tourism experiences can be created for them. Objectives: The aim of this study is to assess the daily energy expenditure of DS individuals after undertaking a walking tour and the impact on their physical activity level. Methods: In the current study, three questionnaires were completed by the DS participants and their parents to assess the walking tour satisfaction level and social integration, the daily energy expenditure as a result of walking depending on an adapted cultural route, and the …

Stay Independent: Enhancing Healthy Aging In Iowa And Louisiana, Sarah L. Francis, Elizabeth Gollub, Savannah Schultz

Journal of Human Sciences and Extension

This evaluation study assessed the impact of Stay Independent participation on topic familiarity and the likelihood of making a recommended behavior change among community-residing older adults. Stay Independent focuses on the nutritional needs of older adults, emphasizing Whole Person Wellness and the Health Belief Model. It was initially created in Iowa for community-residing adults aged 60 and older and has been adapted for cultural appropriateness in Louisiana. Stay Independent is a healthy aging program consisting of six standalone food and health modules. It is offered both virtually and face-to-face (F2F) in Iowa and Louisiana. Participants who attended Stay Independent between …

Identifying Key Influencing Factors Of Elderly Health Information Search Based On Meta-Ethnography, Zhumei Sun, Zhibing Wang

Journal of Scientific Information Research

[Purpose/significance] Health information search is an important way for elderly people to actively cope with aging. Identifying the key factors affecting of their health information searching and exploring the correlation among these factors are of positive significance for promoting the elderly proactive health ability.

[Method/process] This paper firstly integrated the original research through a meta-ethnographic approach to form a set of factors influencing the elderly health information search. The DEMATEL method was then used to analyze the interrelationships among the influencing factors and identify the key influencing factors.

[Result/conclusion] The study finds that, the influencing factors of elderly health information …

Minimizing Travel Burden Of Gynecologic Cancer Surveillance Through A Unique Multidisciplinary Telehealth Program, Avni Shridhar, Suzanne Viator, Tara Castellano, Holly Provost, Navya Nair, Elizabeth Neupert, Amma Agyemang, Amelia Jernigan

School of Medicine Faculty Publications

OBJECTIVE: STEEL MAGNOLIAS (shared telehealth for multidisciplinary gynecologic cancer survivorship) is a novel gynecologic cancer surveillance care-delivery program in which rural patients see a close-by gynecologist in person with simultaneous virtual gynecologic oncology consultation. This study assesses feasibility of STEEL MAGNOLIAS by examining travel burden reduction, cancer outcomes, visit activities, guideline adherence, and patient satisfaction. METHODS: We retrospectively reviewed charts of patients with gynecologic cancer in remission under the STEEL MAGNOLIAS program in rural south Louisiana (March 2020-September 2023). Travel metrics, patient satisfaction, cancer outcomes, survival status, reasons for visit, and adherence to follow-up as per National Comprehensive Cancer Network …

Diabetes-Related Foot Complications And Socioeconomic Influences Among Hispanic Males In South Texas: A Scoping Review, Mariana J. Rodriguez, Demian Rodriguez, Amanda Killeen

School of Podiatric Medicine Publications

Introduction: Diabetes mellitus is the 7th leading cause of death in the U.S. and 6th in Texas. South Texas counties have higher diabetes rates than state and national averages. This complex, progressive disease affects multiple body systems and can lead to serious complications, especially in the lower extremities. Uncontrolled diabetes is often associated with diabetic foot ulcers (DFU), foot infections, and lower extremity amputations (LEA). South Texas, predominantly Hispanic American, is disproportionately affected. This demographic faces clinical barriers due to a lack of cultural understanding, highlighting the need for culturally sensitive healthcare workers such as promotoras. This study aimed to …

Venezuelan Migrants In Prostitution: A Personal Decision?, Yazmin Maria Lucila Cadena Camargo, Izara Maite Mondragon Moreno, Isabela Osorio Jaramillo, Paula Angélica Suárez Álvarez, Andrés Duarte Osorio, Carlos Gómez-Restrepo

Dignity: A Journal of Analysis of Exploitation and Violence

This paper explores the multifaceted experiences of Venezuelan migrant women engaged in prostitution, framed through three critical moments: the “decision to enter in prostitution,” the unique abuses faced, and the resultant consequences on mental, physical, and social health. The study highlights how socioeconomic vulnerabilities—exacerbated by migration and poverty—significantly influence the likelihood of entering prostitution. It also shows how traumatic experiences, particularly in childhood and adolescence, coupled with a lack of support networks, contribute to a heightened risk of exploitation. Eleven life stories were collected through a phenomenological approach, revealing a common narrative of abuse, poverty, and the search for survival …

Diabetes-Related Foot Complications And Socioeconomic Influences Among Hispanic Males In South Texas: A Scoping Review, Mariana J. Rodriguez, Demian Rodriguez, Amanda L. Killeen

School of Podiatric Medicine - Student Research

Introduction: Diabetes mellitus is the 7^th leading cause of death in the United States and is 6^th in the state of Texas. Counties from South Texas are primarily affected with higher rates of diabetes than both the state and national average. Diabetes mellitus is a complex and progressive disease which can affect multiple systems of the body, leading to serious complications if untreated, especially in the lower extremities. Uncontrolled diabetes is often associated with diabetic foot ulcers (DFU), foot infections, and lower extremity amputations (LEA). South Texas is a region predominantly populated by Hispanic Americans who are disproportionally …

Influence Of Institutional Support And Organisational Culture On Hiv And Ncd Integration, David Njuguna, Caroline Kyalo, Eunice Muthoni, Daniel Mwai, Elvis Kirui, Wesley Rotich, Joy Mugambi, James Waweru, Nelson Muriu, Easter Olwanda

Population Health, East Africa

Background: The integration of services for human immunodeficiency virus (HIV) and noncommunicable diseases (NCDs) has gained increasing attention in recent years because of the overlapping prevalence and shared risk factors between these health conditions. However, successful integration requires more than just the alignment of clinical practices. The role of institutional support and organisational culture in promoting effective integration remains an underexplored area.

Aim: This study aims to fill this gap by examining how institutional structures and organisational values influence the integration of HIV and NCD care.

Setting: The study setting was Nakuru County in Kenya.

Methods: …

English-Spanish Bilingual Speech Language Pathologists’ Experiences Evaluating English Language Learner Students: Incorporating Conceptual Scoring, Barbara De Jesus Rivera, Raul Prezas

Journal of Human Services: Training, Research, and Practice

The number of multilingual/bilingual students has increased across schools in the United States. Assessment in both the native language and English is considered the standard for evaluating bilingual children referred for language testing. Conceptual Scoring is an evaluation approach for bilingual students that considers the students’ responses in both languages to obtain an overall language score; however, there is variability among practitioners on best practices for multilingual assessment.

Purpose: The current study (a) sought to explore the decision-making process of bilingual SLPs when evaluating bilingual students, (b) to gain a deeper understanding of how bilingual SLPs incorporate conceptual scoring in …

Survival Impact And Sociodemographic Correlates Of Colon Cancer Surgery, Refusal, Paola Berrios Jimenez, Angel Aguayo Merly, Ramin Shekouhi, Berkay Demirors, Jade C. Bowers, Vishal Abhimutt Mahesh, Anjali Yadav, Bansi P. Savaliya, Reed Popp, Syeda Hoorulain Ahmed, Esinam Ekpeh, Guido Chiriboga, Emmanuel Gabriel

School of Medicine Faculty Publications

Background/Aim: Surgical treatment for colon cancer is often curative when diagnosed early. This study evaluated the sociodemographic characteristics and survival outcomes associated with refusal of surgery among patients with colon cancer. The objective was to identify disparities to improve patient outcomes. Patients and Methods: We conducted a retrospective cohort study using National Cancer Data Base (NCDB) data from 2004 to 2019, including 1,048,575 patients with colon cancer. Variables analyzed included demographics, tumor characteristics, treatment facility type, and geographic and socioeconomic factors. Descriptive statistics were assessed using Wilcoxon Rank Sum and Chi-square tests. Survival outcomes were evaluated using Kaplan–Meier analysis and …