Medicine and Health Sciences Commons^™

The Investigation Of Health-Related Topics On Tiktok: A Descriptive Study Protocol, Joelie Mandzufas, Jeremiah Ayalde, Daniel Ta, Emily Munro, Rigel Paciente, Emmanuel P. Pranoto, Kaelyn King, Kelly How, Alanna Sincovich, Mary Brushe, Nicole Wickens, Gabriella Wells, Alix Woolard, Melinda Edmunds, Hannah Thomas, Gina S. A. Trapp, Karen Lombardi

Research outputs 2022 to 2026

The social media application TikTok allows users to view and upload short-form videos. Recent evidence suggests it has significant potential for both industry and health promoters to influence public health behaviours. This protocol describes a standardised, replicable process for investigations that can be tailored to various areas of research interest, allowing comparison of content and features across public health topics. The first 50 appearing videos in each of five relevant hashtags are sampled for analysis. Utilising a codebook with detailed definitions, engagement metadata and content variables applicable to any content area is captured, including an assessment of the video’s overall …

Work-Life Balance During The Covid-19 Pandemic: Insights From Extension Professionals, David C. Diehl, Glenn D. Israel, July D. Nelson, Sebastian Galindo

Journal of Human Sciences and Extension

Using a retrospective post-then-pre design, we asked Extension professionals to reflect on their work-life balance before and during the COVID-19 pandemic. The objectives were to assess whether work-life balance variables (work interference with personal life, personal life interference with work, and work-personal life enhancement) changed from before to during the pandemic, whether any changes in work-life balance were concentrated in households with parents who had caregiving responsibilities, and whether changes in any of these work-life balance variables were associated with respondents’ gender, marital status, or work location. Findings indicated that (1) personal life interference with work significantly increased and work-personal …

Development And Piloting Of A Novel Evaluation Tool For Childhood Obesity Prevention Programs, Heather Norman-Burgdolf, Anne R. Lindsay, Kelly Webber, Julie C. Parker, Ingrid K. Richards Adams, Rafida Idris, Laura Hubbs-Tait, Karen Chapman-Novakofski

Journal of Human Sciences and Extension

Childhood obesity remains chronic and high in the U.S., driven by factors including poor dietary habits and lack of physical activity. Interventions that address multiple causal factors may be the most appropriate strategy to address rising childhood obesity rates. The Cooperative Extension Service offers programs across the country to address causal factors of childhood obesity, but few coordinated or concerted efforts have been made to determine overlap, reduce duplication, or identify best practices in programming. To fill this gap, the National Institute of Food and Agriculture Multistate Project W3005 Extension Workgroup sought to develop a novel tool to compare programs …

Implementing Inquiry Based Learning In Life Science Curriculum In Agricultural Education, Siera Meyer, Chance Kanode, Bryan Reiling, Nathan W. Conner, Christopher T. Stripling, Laura Young, Mathew Kreifels, Mark Balschweid

Journal of Human Sciences and Extension

As Agricultural Education shifts to a more science-based curriculum to help fulfill shortcomings of the current United States science test scores, teachers implementing Inquiry-Based Learning (IBL) is becoming more important. For Agriculture Educators to do this, training is necessary for both new and experienced educators. This study was conducted to gauge teacher attitudes toward and ability to integrate IBL in the classroom to meet these goals. Teacher knowledge was also assessed in four life science categories. Study results indicate that teachers have positive attitudes toward learning about IBL and implementing the model in the classrooms. Teachers also gained more content …

The Role Of Gender Inequality And Health Expenditure On The Coverage Of Demand For Family Planning Satisfied By Modern Contraceptives: A Multilevel Analysis Of Cross-Sectional Studies In 14 Lac Countries, Laísa Rodrigues Moreira, Cauane Blumenberg, Beatriz Elena Caicedo Velasquez, Fernanda Ewerling, Alejandra Balandrán, Luis Paulo Vidaletti, Andrea Ramirez Varela, Franciele Hellwig, Rodolfo Gomez Ponce De Leon, Aluisio J D Barros, Mariangela Freitas Silveira, Fernando C Wehrmeister

Faculty, Staff and Student Publications

BACKGROUND: Despite international efforts to improve reproductive health indicators, little attention is paid to the contributions of contextual factors to modern contraceptive coverage, especially in the Latin America and the Caribbean (LAC) region. This study aimed to identify the association between country-level Gender Inequality and Health Expenditure with demand for family planning satisfied by modern contraceptive methods (DFPSm) in Latin American sexually active women.

METHODS: Our analyses included data from the most recent (post-2010) Demographic and Health Survey or Multiple Indicator Cluster Survey from 14 LAC countries. Descriptive analyses and multilevel logistic regressions were performed. Six individual-level factors were included. …

Improving Access For Children And Adults With Disabilities Through Enhanced Commercial Benefits, Holli Seabury Edd, Jeff Johnston Dds, Ms

The Journal of the Michigan Dental Association

This article explores the critical issue of accessibility to oral healthcare for people with disabilities in the United States. Delta Dental of Michigan, Ohio, and Indiana has taken a step by providing enhanced commercial benefits to children and adults with disabilities. The article delves into the challenges faced by this vulnerable population, including cost barriers and transition issues, and discusses how expanded benefits and coding, along with special dental care provisions, aim to improve access. It emphasizes the importance of proper benefits verification and presents a case study illustrating the utilization of these benefits. The article highlights the need for …

The Pandemic Anxiety Inventory: A Validation Study, Irvin Sam Schonfeld, Tasmyn Prytherch, Mark Cropley, Renzo Bianchi

Publications and Research

The Pandemic Anxiety Inventory (PAI) assesses anxiety symptoms individuals attribute to the presence of a pandemic. We conducted this study of 379 British adults during the COVID-19 pandemic and found that the PAI exhibited excellent reliability and solid criterion validity. Pandemic anxiety was associated with reduced social support, anticipated life changes, financial strain, job loss, economic insecurity, and the hospitalization or death of a close friend or relative. Using correlational and bifactor analyses, we found that the PAI demonstrated solid convergent and discriminant validity. The findings suggest that the PAI can be used in research and clinical practice.

Encouraging Or Guilt-Inducing? An Analysis Of Fitspiration Content And Its Effect On Body Image And Lifestyle Changes, Brenna Mazour

Honors Program: Senior Projects (Public)

More people are acquiring their nutrition and exercise information from social media accounts called fitspiration. Analyses of fitspiration content have found the focus to be on restrictive diets and excessive exercise that’s appearance driven. Although its intent is to inspire its consumers to change their lifestyle, many speculate that it brings upon negative body image and induces guilt. The Theory of Planned Behavior (TPB) has been used to determine why people take part in certain health behaviors, such as diets or exercise regimens posted on fitspiration. TPB shows how the characteristics of social media discourage people to use fitspiration as …

Internet Pornography Use, Loneliness, And Adult Attachment Patterns Among Asian Indian Young Adults: An Explanatory Sequential Mixed Methods Design, Anish Baby

Dissertations

Internet pornography consumption among Asian Indian Americans, an ethnic minority group, is largely underrepresented in current scholarly literature despite their growing population in the United States. The purpose of this research was threefold: (a) to measure the prevalence of internet pornography use among Asian Indian American young adults and adults; (b) to explore the relationship between internet pornography use, loneliness, and attachment patterns; and (c) to describe the lived experience of problematic porn consumers. Using an explanatory sequential mixed methods design, I conducted this study in two distinct phases: quantitative followed by qualitative. In the quantitative phase, I employed an …

Five Negative Symptom Domains Are Differentially Associated With Resting State Amplitude Of Low Frequency Fluctuations In Schizophrenia, Eun-Jin Cheon, Alie G Male, Bingchen Gao, Bhim M Adhikari, Jesse T Edmond, Stephanie M Hare, Aysenil Belger, Steven G Potkin, Juan R Bustillo, Daniel H Mathalon, Judith M Ford, Kelvin O Lim, Bryon A Mueller, Adrian Preda, Daniel O'Leary, Gregory P Strauss, Anthony O Ahmed, Paul M Thompson, Neda Jahanshad, Peter Kochunov, Vince D Calhoun, Jessica A Turner, Theo G M Van Erp

Faculty, Staff and Student Publications

This study examined associations between resting-state amplitude of low frequency fluctuations (ALFF) and negative symptoms represented by total scores, second-order dimension (motivation and pleasure, expressivity), and first-order domain (anhedonia, avolition, asociality, alogia, blunted affect) factor scores in schizophrenia (n = 57). Total negative symptom scores showed positive associations with ALFF in temporal and frontal brain regions. Negative symptom domain scores showed predominantly stronger associations with regional ALFF compared to total scores, suggesting domain scores may better map to neural signatures than total scores. Improving our understanding of the neuropathology underlying negative symptoms may aid in addressing this unmet therapeutic need …

Temporal Stability Of The Hemodynamic Response Function Across The Majority Of Human Cerebral Cortex, Haitham Salem, Tung Huynh, Natasha Topolski, Benson Mwangi, Madhukar H Trivedi, Jair C Soares, A John Rush, Sudhakar Selvaraj

Faculty, Staff and Student Publications

BACKGROUND: Artificial intelligence is currently being used to facilitate early disease detection, better understand disease progression, optimize medication/treatment dosages, and uncover promising novel treatments and potential outcomes.

METHODS: Utilizing the Sequenced Treatment Alternatives to Relieve Depression (STAR*D) dataset, we built a machine learning model to predict depression remission rates using same clinical data as features for each of the first three antidepressant treatment steps in STAR*D. We only used early treatment data (baseline and first follow up) in each STAR*D step to temporally analyze predictive features of remission at the end of the step.

RESULTS: Our model showed significant prediction …

Gender-Associated Cardiometabolic Risk Profiles And Health Behaviors In Patients With Type 2 Diabetes: A Cross-Sectional Analysis Of The Joint Asia Diabetes Evaluation (Jade) Program, Lee-Ling Lim, Eric S H Lau, Alice P S Kong, Amy W C Fu, Vanessa Lau, Weiping Jia, Wayne H H Sheu, Leorino Sobrepena, K H Yoon, Alexander T B Tan, Yook-Chin Chia, Aravind Sosale, Banshi D Saboo, Jothydev Kesavadev, Su-Yen Goh, Thy Khue Nguyen, Yotsapon Thewjitcharoen, Raymond Suwita, Ronald C W Ma, Elaine Y K Chow, Andrea O Y Luk, Juliana C N Chan

Faculty, Staff and Student Publications

Background

In Asia, diabetes-associated death due to cardiorenal diseases were 2–3 times higher in women than men which might be due to gender disparity in quality of care and health habits.

Methods

Adults with type 2 diabetes (T2D) from 11 Asian countries/areas were assessed using the same protocol (2007–2015). We compared treatment target attainment (HbA_1c < 7%, blood pressure [BP] < 130/80 mmHg, risk-based LDL-cholesterol, lack of central obesity [waist circumference <90 cm in men or <80 cm in women), use of cardiorenal-protective drugs (renin-angiotensin system [RAS] inhibitors, statins), and self-reported health habits including self-monitoring blood glucose (SMBG) by gender. Analyses were stratified by countries/areas, age of natural menopause (<50 vs. ≥50 years), and comorbidities (atherosclerotic cardiovascular disease [ASCVD], heart failure, kidney impairment [eGFR < 60 mL/min/1.73 m²]).

Findings

Among 106,376 patients (53.2% men; median (interquartile range) diabetes duration: 6.0 (2.0–12.0) years; mean ± SD HbA_1c 8.0 ± 1.9%; 27% insulin-treated), women were older and …

Cities In A Pandemic: Evidence From China, Badi H. Baltagi, Ying Deng, Li Jing, Zhenlin Yang

Research Collection School Of Economics

This paper studies the impact of urban density, city government efficiency, and medical resources on COVID-19 infection and death outcomes in China. We adopt a simultaneous spatial dynamic panel data model to account for (i) the simultaneity of infection and death outcomes, (ii) the spatial pattern of the transmission, (iii) the intertemporal dynamics of the disease, and (iv) the unobserved city-specific and time-specific effects. We find that, while population density increases the level of infections, government efficiency significantly mitigates the negative impact of urban density. We also find that the availability of medical resources improves public health outcomes conditional on …

The Pandemic Anxiety Inventory: A Validation Study, Irvin Sam Schonfeld, Tasmyn Prytherch, Mark Cropley, Renzo Bianchi

Publications and Research

The Pandemic Anxiety Inventory (PAI) assesses anxiety symptoms individuals attribute to the presence of a pandemic. We conducted this study of 379 British adults during the COVID-19 pandemic and found that the PAI exhibited excellent reliability and solid criterion validity. Pandemic anxiety was associated with reduced social support, anticipated life changes, financial strain, job loss, economic insecurity, and the hospitalization or death of a close friend or relative. Using correlational and bifactor analyses, we found that the PAI demonstrated solid convergent and discriminant validity. The findings suggest that the PAI can be used in research and clinical practice.

Classifying Severe And Enduring Anorexia Nervosa: A Literature Review, Phoenix Black

University Honors Theses

Little focus is placed on the subsection of the eating disorder patient population who struggle chronically with their illness. This review synthesizes research on the topic to identify gaps in knowledge and reflect on implications for diagnosis and classification of severe and enduring anorexia nervosa. There was some variability between both clinicians and researchers who focused on this patient population, which is discussed based on different classifying criteria used to include or exclude an individual into the study. This review considers traditional methods used for classifying psychiatric diagnoses in relation to this disorder.

Replication Competent Retrovirus Testing (Rcr) In The National Gene Vector Biorepository: No Evidence Of Rcr In 1,595 Post-Treatment Peripheral Blood Samples Obtained From 60 Clinical Trials, Kenneth Cornetta, Jing Yao, Kimberley House, Lisa Duffy, Prasad S Adusumilli, Rachel Beyer, Claire Booth, Malcolm Brenner, Kevin Curran, Bambi Grilley, Helen Heslop, Christian S Hinrichs, Rosandra N Kaplan, Hans-Peter Kiem, James Kochenderfer, Donald B Kohn, Sham Mailankody, Scott M Norberg, Roisin E O'Cearbhaill, Jennifer Pappas, Jae Park, Carlos Ramos, Antonio Ribas, Isabelle Rivière, Steven A Rosenberg, Craig Sauter, Nirali N Shah, Susan F Slovin, Adrian Thrasher, David A Williams, Tsai-Yu Lin

Center for Medical Ethics and Health Policy Staff Publications

The clinical impact of any therapy requires the product be safe and effective. Gammaretroviral vectors pose several unique risks, including inadvertent exposure to replication competent retrovirus (RCR) that can arise during vector manufacture. The US FDA has required patient monitoring for RCR, and the National Gene Vector Biorepository is an NIH resource that has assisted eligible investigators in meeting this requirement. To date, we have found no evidence of RCR in 338 pre-treatment and 1,595 post-treatment blood samples from 737 patients associated with 60 clinical trials. Most samples (75%) were obtained within 1 year of treatment, and samples as far …

Racial And Ethnic Disparities In Acute Care Utilization Among Patients With Glomerular Disease, Jill R Krissberg, Michelle M O'Shaughnessy, Abigail R Smith, Margaret E Helmuth, Salem Almaani, Diego H Aviles, Kaye E Brathwaite, Yi Cai, Daniel Cattran, Rasheed Gbadegesin, Dorey A Glenn, Larry A Greenbaum, Sandra Iragorri, Koyal Jain, Myda Khalid, Jason Kidd, Jeffrey Kopp, Richard Lafayette, Jerome C Lane, Francesca Lugani, Jordan G Nestor, Rulan S Parekh, Kimberly Reidy, David T Selewski, Christine B Sethna, C John Sperati, Katherine Tuttle, Katherine Twombley, Tetyana L Vasylyeva, Donald J Weaver, Scott E Wenderfer, Keisha Gibson

Faculty, Staff and Student Publications

RATIONALE & OBJECTIVE: The effects of race, ethnicity, socioeconomic status (SES), and disease severity on acute care utilization in patients with glomerular disease are unknown.

STUDY DESIGN: Prospective cohort study.

SETTING & PARTICIPANTS: 1,456 adults and 768 children with biopsy-proven glomerular disease enrolled in the Cure Glomerulonephropathy (CureGN) cohort.

EXPOSURE: Race and ethnicity as a participant-reported social factor.

OUTCOME: Acute care utilization defined as hospitalizations or emergency department visits.

ANALYTICAL APPROACH: Multivariable recurrent event proportional rate models were used to estimate associations between race and ethnicity and acute care utilization.

RESULTS: Black or Hispanic participants had lower SES and more …

Trends In Up-To-Date Colorectal Cancer Screening Among Us Adults Aged 50-75 Years And Variations By Race/Ethnicity And Us Census Bureau Divisions, Itunu O Sokale, Omar Rosales, Jane R Montealegre, Abiodun O Oluyomi, Aaron P Thrift

Faculty, Staff and Students Publications

INTRODUCTION: Mortality rates from colorectal cancer have declined over the past decades owing to population-based life-saving screening interventions. However, screening inequalities continue among racial and ethnic minorities despite having a higher disease burden. In this study, we assessed the patterns of up-to-date colorectal cancer screening rates among racial/ethnic groups across the U.S. Census Bureau Divisions.

METHODS: This population-based cross-sectional study used weighted data from 4 cycles of the Behavioral Risk Factors Surveillance System (2014, 2016, 2018, and 2020) of adults aged 50‒75 years without a previous diagnosis of colorectal cancer. The primary outcome was guideline-recommended up-to-date colorectal cancer screening. We …

Volume Of Subcortical Brain Regions In Social Anxiety Disorder: Mega-Analytic Results From 37 Samples In The Enigma-Anxiety Working Group, Nynke A Groenewold, Janna Marie Bas-Hoogendam, Alyssa R Amod, Max A Laansma, Laura S Van Velzen, Moji Aghajani, Kevin Hilbert, Hyuntaek Oh, Ramiro Salas, Andrea P Jackowski, Pedro M Pan, Giovanni A Salum, James R Blair, Karina S Blair, Joy Hirsch, Spiro P Pantazatos, Franklin R Schneier, Ardesheer Talati, Karin Roelofs, Inge Volman, Laura Blanco-Hinojo, Narcís Cardoner, Jesus Pujol, Katja Beesdo-Baum, Christopher R K Ching, Sophia I Thomopoulos, Andreas Jansen, Tilo Kircher, Axel Krug, Igor Nenadić, Frederike Stein, Udo Dannlowski, Dominik Grotegerd, Hannah Lemke, Susanne Meinert, Alexandra Winter, Michael Erb, Benjamin Kreifelts, Qiyong Gong, Su Lui, Fei Zhu, Benson Mwangi, Jair C Soares, Mon-Ju Wu, Ali Bayram, Mesut Canli, Raşit Tükel, P Michiel Westenberg, Alexandre Heeren, Henk R Cremers, David Hofmann, Thomas Straube, Alexander G G Doruyter, Christine Lochner, Jutta Peterburs, Marie-José Van Tol, Raquel E Gur, Antonia N Kaczkurkin, Bart Larsen, Theodore D Satterthwaite, Courtney A Filippi, Andrea L Gold, Anita Harrewijn, André Zugman, Robin Bülow, Hans J Grabe, Henry Völzke, Katharina Wittfeld, Joscha Böhnlein, Katharina Dohm, Harald Kugel, Elisabeth Schrammen, Peter Zwanzger, Elisabeth J Leehr, Lisa Sindermann, Tali M Ball, Gregory A Fonzo, Martin P Paulus, Alan Simmons, Murray B Stein, Heide Klumpp, K Luan Phan, Tomas Furmark, Kristoffer N T Månsson, Amirhossein Manzouri, Suzanne N Avery, Jennifer Urbano Blackford, Jacqueline A Clauss, Brandee Feola, Jennifer C Harper, Chad M Sylvester, Ulrike Lueken, Dick J Veltman, Anderson M Winkler, Neda Jahanshad, Daniel S Pine, Paul M Thompson, Dan J Stein, Nic J A Van Der Wee

Faculty, Staff and Student Publications

There is limited convergence in neuroimaging investigations into volumes of subcortical brain regions in social anxiety disorder (SAD). The inconsistent findings may arise from variations in methodological approaches across studies, including sample selection based on age and clinical characteristics. The ENIGMA-Anxiety Working Group initiated a global mega-analysis to determine whether differences in subcortical volumes can be detected in adults and adolescents with SAD relative to healthy controls. Volumetric data from 37 international samples with 1115 SAD patients and 2775 controls were obtained from ENIGMA-standardized protocols for image segmentation and quality assurance. Linear mixed-effects analyses were adjusted for comparisons across seven …

Cognitive-Behavioral Therapy For Obsessive-Compulsive Disorder, Samuel D Spencer, Jordan T Stiede, Andrew D Wiese, Wayne K Goodman, Andrew G Guzick, Eric A Storch

Faculty, Staff and Students Publications

Obsessive-compulsive disorder (OCD) is characterized by the presence of debilitating obsessions and compulsions. Cognitive and behavioral models of OCD provide a strong theoretic and empirical foundation for informing effective psychotherapeutic treatment. Cognitive-behavioral therapy (CBT) for OCD, which includes a deliberate emphasis on exposure and response/ritual prevention, has consistently demonstrated robust efficacy for the treatment of pediatric and adult OCD and is the front-line psychotherapeutic treatment for OCD. Two case vignettes describing CBT for OCD in practice as well as recommendations for clinicians are provided.

Coronary Artery Bypass Grafting At Safety-Net Versus Non-Safety-Net Hospitals, William C Frankel, Christopher B Sylvester, Sainath Asokan, Christopher T Ryan, Rodrigo Zea-Vera, Qianzi Zhang, Matthew J Wall, Sandeep Markan, Joseph S Coselli, Todd K Rosengart, Subhasis Chatterjee, Ravi K Ghanta

Faculty, Staff and Students Publications

OBJECTIVES: Safety-net hospitals (SNHs) provide essential services to predominantly underserved patients regardless of their ability to pay. We hypothesized that patients who underwent coronary artery bypass grafting (CABG) would have inferior observed outcomes at SNHs compared with non-SNHs but that matched cohorts would have comparable outcomes.

METHODS: We queried the Nationwide Readmissions Database for patients who underwent isolated CABG from 2016 to 2018. We ranked hospitals by the percentage of all admissions in which the patient was uninsured or insured with Medicaid; hospitals in the top quartile were designated as SNHs. We used propensity-score matching to mitigate the effect of …

Letter From The Vice President For Research, The Mcnair Team

McNair Scholars Research Journal

No abstract provided.

Scholarships, The Mcnair Team

McNair Scholars Research Journal

No abstract provided.

Notes From The Director, The Mcnair Team

McNair Scholars Research Journal

No abstract provided.

Full Issue, The Mcnair Team

McNair Scholars Research Journal

No abstract provided.

The Real-Time Classification Of Competency Swimming Activity Through Machine Learning, Larry Powell, Seth Polsley, Drew Casey, Tracy Hammond

International Journal of Aquatic Research and Education

Every year, an average of 3,536 people die from drowning in America. The significant factors that cause unintentional drowning are people’s lack of water safety awareness and swimming proficiency. Current industry and research trends regarding swimming activity recognition and commercial motion sensors focus more on lap swimming utilized by expert swimmers and do not account for freeform activities. Enhancing swimming education through wearable technology can aid people in learning efficient and effective swimming techniques and water safety. We developed a novel wearable system capable of storing and processing sensor data to categorize competitive and survival swimming activities on a mobile …

About The Mcnair Scholars Program, The Mcnair Team

McNair Scholars Research Journal

No abstract provided.

The Effect Of Covid-19-Related Occupational Stress And Burnout In Referral Hospital Nurses, Yulastri Arif, Masyithah Fadhani

Kesmas

Nurses' continuous contribution to patient health makes them prone to occupational stress, which has been exacerbated during the COVID-19 pandemic. Occupational stress that lasts for a long time and is not resolved may cause burnout. Burnout experienced by nurses can impact patients, hospital services, and themselves. This study aimed to determine the effect of occupational stress on the incidence of nurse burnout during the COVID-19 pandemic. It used a quantitative approach with a cross-sectional design. The study sample was 235 nurses in six COVID-19 referral hospitals in West Sumatra from a proportional random sampling technique. Data were collected using a …

Developing A New Tool For Early Detection Of The Nutritional And Health Risk Factors Of Urban Workers’ Productivity, Hildagardis Meliyani Erista Nai, Arimbi Karunia Estri, Christina Ririn Widianti

Kesmas

Nutrition and health play vital roles in work productivity. This study aimed to develop a risk self-assessment tool called Early Detection of the Nutritional and Health Risk Factors on the productivity of urban workers. This study was conducted in two stages: 1) the development of the tool to determine the nutritional and health risk factors that affect productivity based on literature reviews and scoring systems and 2) the testing of validity and reliability. Finally, the tool contained 63 items, including 28 items on nutritional risk factors and 35 on health risk factors. The validity of the tool was assessed using …

Presidential Vote Share And Covid-19 Vaccination Rate In Indonesia: A District-Level Cross-Sectional Ecological Study, Gede Benny Setia Wirawan, Ni Luh Zallila Gustina, Ivy Cerelia Valerie, I Gusti Ayu Indah Pradnyani Rs, Muchamad Zaenal Arifin, Pande Putu Januraga

Kesmas

Political affiliation has been reported as a determinant of COVID-19 vaccine acceptance in some countries, although few studies have examined the Asian context. This study aims to fill this gap by employing an ecological study design using Indonesian regions as data points. Political affiliation was represented by incumbent President Jokowi’s vote share in the 2019 presidential election. Potential confounders included population density, human development index, availability of hospitals and primary health care, 2019–2020 economic growth, COVID-19 mortality rate, and proportion of Muslims in the population. The final analysis included 201 out of 501 districts and cities in Indonesia. Controlling for …