Public Health Commons^™

Exploring The Association Between Social Media Use Frequency And Violence-Related Behaviors Among U.S. High School Students: A Cross-Sectional Analysis Of The 2023 Youth Risk Behavior Survey, Luma Hammoudi

ETDs from 2020-2029

Youth violence remains a major public health concern in the United States (U.S.), with firearm injuries now the leading cause of death among children and adolescents. At the same time, social media use has become nearly universal among youth, raising concerns about how online interactions may influence violence-related behaviors. Social media platforms can facilitate peer conflict, electronic bullying, and public exposure to aggressive behaviors, which may extend into offline environments such as schools and communities. However, the relationship between social media use frequency and youth violence remains understudied. This study examined the relationship between frequency of social media use and …

An Examination Of Physical Activity And Arterial Stiffness Among Urban And Rural Older Adults, Michael J. Hankes

ETDs from 2020-2029

Rural populations in the United States experience a disproportionate burden of cardiovas-cular disease, yet how rural‑urban context shapes physical activity (PA) and vascular health is not fully understood. Because vascular dysfunction links PA to cardiovascular risk, rural‑urban differences in movement may help explain disparities in cardiovascular health. Rurality is often treated as a static, binary exposure, which may obscure meaning-ful geographic variation and accumulated life course influences. The overarching goal of this dissertation was to examine associations among rural‑urban exposure, objectively measured PA, and vascular health using national cohort data and a pilot study. This dissertation begins with a conceptual …

Exploring Racial And Ethnic Diversity Trajectories And Diabetes Prevalence In The United States, Jiue-An Yang, Calvin P Tribby, Anna Dmowska, Qian Xiao, Marta M Jankowska

Faculty, Staff and Student Publications

This study investigates whether long-term changes in neighborhood racial and ethnic diversity are associated with adult diabetes prevalence across the contiguous United States. We calculated diversity indexes for US census tracts (n = 72,033) using decennial census data from 1990 to 2020. Five diversity trajectory clusters were identified using K-means clustering. Diabetes prevalence in 2019 was obtained from the CDC's PLACES dataset. Linear mixed models (LMMs) assessed global associations between diversity trajectories and diabetes prevalence, adjusting for age, sex, poverty, marital status, and public insurance. Geographically weighted regression (GWR) examined local variations in these associations. Compared to the reference group …

Bridging The Diagnostic Gap: Expanding Dementia Care Navigation For Timely Diagnosis, Lucille Carriere, Morgan Minyo, David Bass, Katherine L Possin, Rafael Samper-Ternent, Joel Salinas, Nicole Deaner

Faculty, Staff and Student Publications

Over half of dementia cases remain undiagnosed, with persistent disparities across racial, ethnic, and socioeconomic groups. Dementia care navigation (DCN) has demonstrated value in post-diagnosis settings. If implemented earlier, DCN could address diagnostic delays and care gaps. We define the diagnostic window as the period from initial symptom awareness through diagnosis and early care planning. Drawing on deliberations from the Alzheimer's Association Dementia Care Navigation Roundtable, we present a pre-diagnosis DCN framework organized across six domains and describe navigator roles across three phases: pre-evaluation, diagnostic assessment, and immediate post-diagnosis and transition. We address special considerations, including people without a care …

Barriers And Facilitators To The Implementation Of The Diabetes Prevention Program (Dpp) In Health Settings: Protocol For A Mixed Methods Systematic Review, Miquel Colom-Rosselló, Manuela Abbate, Laura Capitán-Moyano, Elena Pastor-Ramon, Maria E Fernández, Aina M Yañez, Miquel Bennasar-Veny

Faculty, Staff and Student Publications

This is the protocol of a Campbell Systematic Review. The objectives are as follows: to identify implementation determinants from the perspectives of both participants and implementers, and to assess their influence on specific implementation outcomes, thereby clarifying why certain aspects of the implementation process succeed or fail. If sufficient data is available, variations in perceived barriers or facilitators related to individuals and program characteristics will also be explored.

Evaluation Of A Novel Antegrade-To-Retrograde Femoral Sheath Conversion System: A Preclinical, Cadaveric Study, Ramakrishnan Ranganath, Kerry K Gilbert, Randy Hickle, Anuva Iyer, Ryan Um, Rex Johnson, Randall Torrence, Daniel I Sessler

Faculty, Staff and Student Publications

Background: Peripheral arterial disease often affects the lower extremities, is frequently bilateral, and typically involves multiple leg segments. Symptomatic disease is usually treated endovascularly. Antegrade access may be necessary in some cases and can be challenging compared with retrograde common femoral artery access. The ability to convert a conventional retrograde access to antegrade access would thus be valuable. We developed and tested a novel system, named as antegrade-to-retrograde converter. Our aim was to establish antegrade superficial femoral artery access from initial retrograde entry and reconvert to retrograde access.

Methods: We tested the antegrade-to-retrograde converter bilaterally in 15 fresh (unembalmed) human …

Social Determinants As A Predictor For Heart Disease Mortality: Oregon Regional Study, Jewel Jones

University Honors Theses

The study examined the association between selected social determinants of health and heart disease mortality across geographic regions in Oregon. Using a regional analysis design, county-level population and mortality data were grouped into nine geographic regions to evaluate patterns of cardiovascular disease burden across the state. Social determinant variables were obtained from publicly available U.S. Census Bureau datasets and included poverty, crowding among households, single-parent households, lack of broadband internet subscription, housing cost burden, high school diploma attainment, and unemployment.

Heart disease mortality counts per 100,000 population were derived from official birth and death certificate records. Statistical analyses were conducted …

Geographic And Systemic Disparities In Maternal Health: A Systems Analysis Of Prenatal Care Access Across Rural Oregon, Cecelia Petrik

University Honors Theses

Objectives: In Oregon, 51% of hospitals providing labor and delivery services are located in rural areas. Consolidation of these hospitals and provider shortages has created severe geographic and systemic disparities in maternal healthcare. This thesis explores how geographic isolation and inadequate prenatal care access contribute to widening disparities in severe maternal morbidity (SMM) and mortality across Oregon's rural and frontier counties.

Methods: This study utilizes data from the Oregon Health Authority (OHA) Center for Health Statistics (2024) and analyzes spatial correlations across all 36 Oregon counties. A bivariate choropleth map was constructed to examine the structural intersection between health infrastructure …

Moving Beyond Traditional Cost Containment For Glp-1 Coverage Within Oregon's Proposed Universal Health Plan, Manoj Rajesh

University Honors Theses

In 2022, Oregon voters passed Measure 111, constitutionally mandating access to affordable health care. As the Universal Health Plan Governance Board (UHPGB) designs the state's proposed single-payer system, it faces an unprecedented financial vulnerability: the clinical demand for GLP-1 receptor agonists. These high-cost, indefinite-use medications for obesity and metabolic syndrome threaten to overwhelm fixed public budgets. Historically, both the Oregon Health Plan's Medicaid framework and commercial private insurers have relied on static cost-containment models—categorical exclusions, step therapy, and aggressive utilization management—that achieve short-term fiscal solvency at the expense of comprehensive preventative care. This thesis argues that to fulfill the mandate …

Dental Care Utilization Among Sexual And Gender Minority Individuals, Ishita Singh, Oladipo Afolayan, Sarah S Jackson, Irene Tamí-Maury

Faculty, Staff and Student Publications

Objectives: Sexual and gender minority (SGM) individuals can experience notable health disparities, including higher HIV prevalence, social isolation, substance abuse, lack of culturally competent providers, and poorer health outcomes compared to heterosexuals due to stigma and discrimination. This study aims to identify predictors of dental care utilization across sexual minorities using the 2023 TEXAS PRIDE Survey.

Methods: We analyzed data from 517 SGM individuals, assessing sociodemographic characteristics, health behaviors, and recent medical and dental visits. Multivariable logistic regression identified predictors of dental care utilization (i.e., a dental visit in the past year).

Results: Among sexual orientation groups, reported dental care …

Alara+: Summit On Radiation And Orthopedic Risks In Fluoroscopic Laboratories: Endorsed By Acc, Acvp, Ase, Hrs, Scai, Sir, Snis, Svin, And Svs, Arash Salavitabar, Amit N. Vora, Dorothea Altschul, J. Fritz Angle, Chelsea Ballinger, Andrew Bojanowski, Anna E. Bortnick, Kyle Bugg, Emily Carpenter, Robert E. Foster, Joanna Ghobrial, Matthew Glogoza, Atul Gupta, James B. Hermiller, A. Kyle Jones, Summer L. Kaplan, Steven J. Kraus, Omar Khalique, Andrea Klein, Nick Morse, Preethi Ramchand, David G. Rizik, Lucy M. Safi, Cheryl C. Schultz, Kamala P. Tamirisa, R. Jay Widmer, Kristi Wilson, Jonathan X. Fang, Arnold Seto, Robert F. Riley

Department of Neurosurgery Faculty Papers

Occupational radiation exposure has a clear association with long-term health effects and has a particular impact on women, trainees, and supporting staff. There is a reliance on limited, traditional radiation protection and nonergonomic equipment, which carries associated orthopedic injury rates with adverse impacts on both individual career trajectories and health systems, and with significant challenges to widespread implementation of enhanced radiation protection devices. During the 2025 Society for Cardiovascular Angiography & Interventions Scientific Sessions in Washington, DC, a multidisciplinary Think Tank summit was convened and included representatives from multiple stakeholders, including other professional societies, advocacy groups, and industry partners. The …

Trust In Cancer Information Sources And Awareness Of Human Papillomavirus As A Cause Of Cervical Cancer Among Us Adults, Olajumoke Ope Oladoyin, Paula Cuccaro, Lara S Savas, Robert Yu, Joel Fokom Domgue, Sheryl Mccurdy, Sanjay Shete

Faculty, Staff and Student Publications

Importance: Religiosity, trust in physicians, and trust in government health agencies influence individual decision-making and behavior toward public health programs. However, trust in information about cancer from these sources and their association with public awareness of human papillomavirus (HPV) as a cause of cervical cancer remain understudied.

Objective: To assess the association of trust in cancer information sources with awareness that HPV causes cervical cancer among US adults.

Design, setting, and participants: This cross-sectional study used the nationally representative 2022 Health Information National Trends Survey (HINTS) data on noninstitutionalized US adults aged 18 years or older collected between March 7 …

Association Of Insulin Resistance And Fracture Risk In The Osteoporotic Fractures In Men (Mros) Cohort, Jeonghoon Ha, Li-Yung Lui, Kristine Ensrud, Qian Xiao, Andrew R Hoffman, Joy Y Wu

Faculty, Staff and Student Publications

Context: Insulin resistance (IR) is more prevalent in men than in women, but evidence directly linking IR to fracture risk in older men remains limited.

Objective: To evaluate the association between insulin resistance (IR), estimated using the Homeostatic Model Assessment of Insulin Resistance (HOMA-IR) and the triglyceride-glucose (TyG) index, and fracture risk in older men.

Methods: Data from 5994 men (≥65 years) in the MrOS cohort were analyzed. A total of 5416 participants were included in the HOMA-IR analysis and 5384 in the TyG index analysis. Fractures were self-reported and confirmed radiographically. Participants were grouped into quartiles based on IR …

Reflections And Revisionism: Rethinking The U.S. Response To Covid-19, Wendy E. Parmet

Michigan Law Review

A review of In Covid’s Wake: How Our Politics Failed Us. By Stephen Macedo and Frances Lee.

The Putative Role Of Oral Microbiome In Premature Aging During Hiv Infection: What Do We Know?, Carlos Solá-Morlá, Daphne Alcalá-Zúñiga, Juan Araujo, Maria Da Gloria Bonecini-Almeida, Upal Roy, Josué Pérez-Santiago

Health & Biomedical Sciences Faculty Publications

Despite improvements in life expectancy, people with HIV (PWH) are at risk of developing HIV-associated comorbidities at a younger age when compared to HIV-uninfected individuals. This premature aging process can be attributed to various factors, such as the prolonged exposure to combination antiretroviral therapy (cART), inflammation, microbial perturbances and oxidative stress. Similarly to the gut, oral dysbiosis occurs in HIV-1 infection, with cART and inflammation playing a crucial role. This gives rise to an enrichment of pathogenic microorganisms that in turn, elicit an immune response tied to chronic inflammation. Consequently, cART exposure, dysbiosis and persistent inflammation in HIV-1 infection have …

Voucher Model For Family Planning: Empowering Poor Women And Expanding Access To Family Planning Services In Punjab, Population Council Pakistan

Sexual and Reproductive Health, Rights, and Choices

Pakistan continues to face significant inequalities in access to family planning (FP) services, with the poorest women bearing a disproportionate burden of unmet need. Financial constraints, transportation costs, limited mobility, restricted decision-making power, and inadequate access to quality services often prevent women from obtaining the family planning services they need.

To address these barriers, the Population Council, in partnership with the Benazir Income Support Programme (BISP) and the Punjab Population Innovation Fund (PPIF), designed and rigorously evaluated an innovative Family Planning Voucher Scheme.

The model linked social protection with reproductive health services, enabling poor women from Rahim Yar Khan (RYK) …

Assessing Family Planning Progress In Exemplar Countries: Development Of A Conceptual Framework And Case Study Methodology, Zahid Memon, Hina Najmi, Abeer Mian, Sacha Ahmad, Muhammad Islam, Kevin Samuel, Marleen Temmerman, Ali Mohammad Mir, Zeba Sathar

Centre of Excellence in Women and Child Health

Family planning (FP) is a critical component of reproductive health, enabling individuals to plan the number and timing of children through various contraceptive methods.

We outline the conceptual framework and country case study methodology used by the Exemplars in Family Planning (EFP) project. This was based on the wider Exemplars in Global Health programme, which uses mixed-methods to examine determinants of FP progress in countries that exceed expectations for health outcomes. The EFP project integrates findings from case studies on six such countries, including quantitative analyses of trends and drivers of modern contraceptive prevalence, systematic reviews, policy, programme and financing …

Global, Regional And National Burden Of Maternal Haemorrhage (2000–2021) And Projections To 2050 In 204 Countries And Territories, Mulat Ayele, Bereket Duko, Tenaw Tiruye, Paul R. Ward, Lillian Mwanri, Gavin Pereira, Tegene Atamenta Kitaw, Biruk Beletew Abate, Eyob Shitie Lake, Abebaw Alamrew, Aynalem Yetwale, Gizachew Yilak, Befkad Derese Tilahun, Chalie Mulugeta, Tadele Emagneneh, Amanuel Tesfay Gebremedhin

Research outputs 2022 to 2026

Objective: To estimate the global, regional and national burden of maternal haemorrhage (2000–2021) and its 2050 projections in 204 countries and territories. Design: This study systematic analysis of the burden of maternal haemorrhage sourced data from the Global Burden of Disease (GBD) 2021 study. We estimated the incidence, mortality, disability-adjusted life years (DALYs), years lived with disability (YLDs) and years of life lost (YLLs) due to maternal haemorrhage. Changes in the burden from 2000 to 2021 were computed using AAPC. To detect statistically notable changes in the trends of maternal haemorrhage metrics between 2000 and 2021, Joinpoint regression analysis using …

Strategies For High-Quality Community-Based Participatory Research Partnerships In Public Health Research., Emily M. D'Agostino, Rumour Piepenbrink, Lori Brand Bateman, Dana Keener Mast, Liliane Windsor, Debra Oto-Kent, Alan Wells, Jennifer Goldman, Jennifer E. Schuster, Rachel Kaufmann, Rachel Gurarie, Miriam Nuño

Manuscripts, Articles, Book Chapters and Other Papers

OBJECTIVES: Community-Based Participatory Research (CBPR) is grounded in trusting, reciprocal, and authentic relationships. We aimed to identify key strategies and actionable next steps to establish and sustain high-quality community-academic partnerships that foster community-based health equity.

STUDY DESIGN: Qualitative thematic analysis.

METHODS: We analyzed three recorded discussions from a roundtable session with community and academic partners from the Rapid Acceleration of Diagnostics-Underserved Populations (RADx-UP) program (2020-2025), which supported 142 community-engaged public health research projects aimed at reducing COVID-19-related health inequities.

RESULTS: Key themes identified as most fundamental to support CBPR included establishing a long-term commitment, mutual co-learning among partners, flexible and …

The Life Study: A Cross-Sectional Study Protocol For Lifestyle Risk Factors For Chronic Disease Across The Stages Of Reproductive Ageing, Laura E. Pernoud, Jamie L. Noll, Paul A. Gardiner, Melinda Dean, Kathryn M. Broadhouse, Meegan Anne Walker, Hattie H. Wright, Anthony Villani, Joseph Scott, Alexandra P. Metse, Mia A. Schaumberg

Research outputs 2022 to 2026

Introduction: The dynamic physiological and hormonal changes through the menopause transition predispose women to an increased risk of chronic diseases including cardiovascular disease, metabolic disease, depression and dementia. The underlying mechanisms remain unclear, yet it is thought that chronic systemic inflammation and changes to lifestyle behaviours play important roles. The LIfestyle risk Factors for chronic disease across the stagEs of reproductive ageing (LIFE study) is a cross-sectional study aimed to characterise how hormonal and lifestyle (physical activity, diet and sleep) differences across pre, peri and postmenopause influence chronic systemic inflammation, visceral adiposity, cognitive function and sleep health. Methods and analysis: …

Incidence And Risk Factors For Stillbirth In Kenya, Mozambique And The Gambia: The Precise Cohort Study, Grace Mwashigadi, Joseph Akuze, Angela Koech, Hawanatu Jah, Anna Roca, Geoffrey Omuse, Moses Mukhanya, Marleen Temmerman, Amina Abubakar, Patricia Okiro

Centre of Excellence in Women and Child Health

Background

Methods

Terminal Digit Preference And Threshold Avoidance In Digital Blood Pressure Measurements During Pregnancy: Secondary Analysis Of Data From The Clip And Precise Cohorts, Peter Dadelszen, Akshdeep Sandhu, Jeffrey Bone, Rahat Qureshi, Olukayode Dada, Ashalata Mallapur, Marleen Temmerman, Marie-Laure Volvert, Joseph Waiswa, Moses Mukhanya, Angela Koech

Centre of Excellence in Women and Child Health

Background:Screening for, detecting, and managing pregnancy hypertension is a core function of antenatal care. To reduce both training requirements and the risks of measurement error in blood pressure (BP) values, automated and semiautomated BP devices have been validated in pregnant women with normal BP and pregnant women with hypertension and introduced for serial antenatal measurement of BP.

Objectives:The study aimed to (1) determine whether or not repeated BP measurements reduced the presence of terminal digit preference and (2) discern whether or not there was evidence of threshold avoidance in the Community-Level Interventions for Preeclampsia (CLIP) trials compared with …

Enhancing Emergency Department Preparedness For Amniotic Fluid Embolism Through Evidence-Based Simulation Training, Olivia M. Smoak

Doctor of Nursing Practice Final Manuscripts

Maternal mortality in the United States remains a significant and worsening public health concern, with increasing reliance on emergency departments (EDs) as access points for maternal care. Emergency clinicians are therefore more likely to encounter high-acuity obstetric emergencies, including maternal cardiac arrest and amniotic fluid embolism (AFE), yet often receive limited formal training in these conditions. Simulation-based education, interdisciplinary training, and cognitive aids have been identified as effective strategies to improve performance in high-risk, low-frequency events.

The purpose of the evidence-based practice project was to evaluate whether an interdisciplinary simulation with obstetric-led debrief and introduction of the AFE checklist improves …

Intervention Levers For Stunting Reduction In Indonesia: Evidence From The 2023 Indonesian Health Survey Data, Iwan Ariawan, Hafizah Jusril, Zahra Izza Afifa, Azka Fitri, Elmarizha Sekar Utami, Mikail Hasan, Dwi Puspasari

Kesmas

Stunting remains the largest public health challenge among macro-nutrition problems in Indonesia, affecting almost a quarter of children under five in 2023. The prevalence is considered high according to the World Health Organization standard. This study analyzed 15 aggregated provincial variables from the 2023 Indonesian Health Survey using Structural Equation Modeling (SEM), focusing on determinants of stunting among children under two to identify primary intervention levers. Findings indicated that intervention urgency should focus on the first 1,000 days, particularly the steep increase in stunting prevalence observed in the 12–24-month age range. While the highest prevalence is in Eastern provinces (e.g., …

The Effects Of Osha State Plans And State Gdp On Occupational Injuries And Illnesses In The United States, Ahmad Abdel Rahman Mohammad Amoorah

Theses

Workplace safety in the United States is governed by a system in which some states operate under federal OSHA oversight, while others administer their own OSHA-approved safety and health plans. This duality raises questions about whether state-level control leads to variation in safety and health outcomes. Economic conditions have also been shown to influence workplace injury rates, yet the interaction between safety and health regulations and local economies remains underexplored. Understanding these relationships is critical to protecting workers in occupational settings. The effects of OSHA state-plan status and state-level economic activity on occupational injury and illness rates across the United …

Accessibility And Daily Cigarette Consumption Among Indonesian Adolescents: A Descriptive Study, Noviana Lathifah, Istiqomah Hanifah Rachman, Anisa Isnaini, Gloria Threesia Piliphinsa Simatupang

Journal of Indonesian Health Policy and Administration

Despite restrictive regulations, Indonesia faces a high prevalence of adolescent smoking, facilitated by easy access to tobacco products. This descriptive study aims to describe cigarette accessibility patterns and daily consumption trends among Indonesian adolescents. A cross-sectional study was conducted using secondary data from the 2019 Global Youth Tobacco Survey (GYTS) involving 9,208 respondents. Descriptive analysis was performed to examine the distribution of age at smoking initiation, daily cigarette consumption, and purchasing accessibility. The majority of respondents started smoking at ≥14 years of age. Daily cigarette consumption showed an increasing trend with age, with older adolescents more likely to consume more …

Deadline-Chasing In Digital Health: Forecasting Emr Adoption Dynamics And Regulatory Impact In Indonesian Primary Care, Suryo Satrio, Bukhori Muhammad Aqid

Journal of Indonesian Health Policy and Administration

Indonesia is accelerating digital health adoption under Minister of Health Regulation No. 24/2022, which mandates the use and integration of Electronic Medical Records (EMRs) with SATUSEHAT. However, evidence on how quickly primary health care facilities (Fasilitas Kesehatan Tingkat Pertama – FKTP) are adopting EMRs and what the adoption curve looks like remains limited. Survey findings also suggest key barriers and enablers, including security and data migration concerns, as well as human resource and infrastructure constraints. This observational study used provider-network data from a single EMR vendor. Key measures included cumulative registered facilities, monthly registrations, same-month activation (total_active/monthly inflow) as …

Factors Associated With The Performance Of Essential Public Health Efforts At Primary Health Centers In Jember Regency, Griselda Ardelia Hibatullah, Nuryadi Nuryadi, Yennike Tri Herawati

Journal of Indonesian Health Policy and Administration

Performance assessment of primary health centers is essential to ensure the quality of healthcare services, including the delivery of essential public health efforts. The performance target for essential public health efforts in Jember Regency is set at ≥82%. This study aimed to analyze factors associated with the performance of essential public health efforts. The study employed an analytical cross-sectional design conducted from April to May 2025, with a sample of 37 out of 50 units selected through simple random sampling. Primary data were collected using questionnaires, while secondary data were obtained from primary health center (Pusat Kesehatan Masyarakat – …

Trends Of Pediatric Psychotropic Polypharmacy In Massachusetts Before And During The Covid-19 Pandemic, Gianna D'Ambrozio

Graduate Doctoral Dissertations

Youth in the U.S. and internationally are increasingly being diagnosed with depression and related psychiatric conditions (Murthy, 2021) many of whom are being subjected to non-evidence-based, or what has been termed irrational, psychotropic polypharmacy (Barnett & Concepcion Zayas, 2019). Psychotropic polypharmacy can be defined as “the use of 2 or more psychiatric medications in the same patient,” (Zito et al., 2021) though definitions can vary. Using data from the Center for Health Information Analysis’ Massachusetts All-Payer Claims Database, this study examined the sociodemographic factors associated with high rates of polypharmacy, a hypothesized increase in pediatric psychotropic polypharmacy rates in Massachusetts …

Referral Patterns From Primary Care To Referral Care By Icd-10 Codes In Indonesia: Cross-Sectional Analysis Of National Claims Data (2017–2024), Della Dwi Ayu, Syarif Rahman Hasibuan, Putu Erma Pradnyani, Nisrina Widyasanti

Journal of Indonesian Health Policy and Administration

Primary health care (PHC) facilities serve as gatekeepers within Indonesia’s tiered health system. However, PHC referral patterns to hospitals still show substantial variation and remain insufficiently characterized by disease groupings based on the International Classification of Diseases, 10th Revision (ICD-10). This study aimed to identify the most frequently referred diagnoses from PHC to secondary or tertiary care facilities and to determine the participant characteristics associated with referrals. This observational study employed a cross-sectional design using secondary data from the National Health Insurance (Jaminan Kesehatan Nasional – JKN) claims database for the period 2017–2024. The unit of analysis was each …