{"title":"Bridging Gaps or Widening Disparities? A Spatiotemporal Analysis of COVID-19 Therapeutic Distribution Policies in Texas","authors":"Dohyo Jeong, Dohyeong Kim","doi":"10.1002/hpm.70045","DOIUrl":null,"url":null,"abstract":"<div>\n \n <p>This study examines how federal distribution policies affected regional disparities in access to COVID-19 therapeutics over time in Texas. To evaluate therapeutic accessibility, drug-to-case ratios were calculated by comparing the amount of therapeutic supply to confirmed case counts across counties during each policy period. A Bayesian spatiotemporal Integrated Nested Laplace Approximation (INLA) model was used to analyse how healthcare infrastructure, demographic characteristics, and regional vulnerabilities affected access. During the period when distribution was managed by state authorities, supply was quickly mobilized but often lagged demand, particularly in rural areas and communities with high rates of diabetes and older populations. In the next phase, test-to-treat program expanded overall supply, but access remained limited in areas with high racial and ethnic vulnerability due to the absence of demographic targeting. In the final phase, when therapeutics were allocated based on population thresholds and replenished regularly, spatial distribution became more stable and racial disparities narrowed. However, certain high-risk populations continued to face lower access. Findings show that each policy phase not only reflected but also reshaped regional disparities in therapeutic access. While early centralized efforts enabled swift response, they failed to address local needs. Later phases offered improved consistency but were still limited in addressing demographic and health-related vulnerabilities. This study underscores the importance of developing unified yet flexible distribution strategies that can respond to population-specific risks and infrastructure gaps, ensuring equitable access to treatment in future public health emergencies.</p>\n </div>","PeriodicalId":47637,"journal":{"name":"International Journal of Health Planning and Management","volume":"41 2","pages":"295-306"},"PeriodicalIF":2.5000,"publicationDate":"2026-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Health Planning and Management","FirstCategoryId":"3","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/hpm.70045","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/12/1 0:00:00","PubModel":"Epub","JCR":"Q3","JCRName":"HEALTH POLICY & SERVICES","Score":null,"Total":0}
引用次数: 0
Abstract
This study examines how federal distribution policies affected regional disparities in access to COVID-19 therapeutics over time in Texas. To evaluate therapeutic accessibility, drug-to-case ratios were calculated by comparing the amount of therapeutic supply to confirmed case counts across counties during each policy period. A Bayesian spatiotemporal Integrated Nested Laplace Approximation (INLA) model was used to analyse how healthcare infrastructure, demographic characteristics, and regional vulnerabilities affected access. During the period when distribution was managed by state authorities, supply was quickly mobilized but often lagged demand, particularly in rural areas and communities with high rates of diabetes and older populations. In the next phase, test-to-treat program expanded overall supply, but access remained limited in areas with high racial and ethnic vulnerability due to the absence of demographic targeting. In the final phase, when therapeutics were allocated based on population thresholds and replenished regularly, spatial distribution became more stable and racial disparities narrowed. However, certain high-risk populations continued to face lower access. Findings show that each policy phase not only reflected but also reshaped regional disparities in therapeutic access. While early centralized efforts enabled swift response, they failed to address local needs. Later phases offered improved consistency but were still limited in addressing demographic and health-related vulnerabilities. This study underscores the importance of developing unified yet flexible distribution strategies that can respond to population-specific risks and infrastructure gaps, ensuring equitable access to treatment in future public health emergencies.
期刊介绍:
Policy making and implementation, planning and management are widely recognized as central to effective health systems and services and to better health. Globalization, and the economic circumstances facing groups of countries worldwide, meanwhile present a great challenge for health planning and management. The aim of this quarterly journal is to offer a forum for publications which direct attention to major issues in health policy, planning and management. The intention is to maintain a balance between theory and practice, from a variety of disciplines, fields and perspectives. The Journal is explicitly international and multidisciplinary in scope and appeal: articles about policy, planning and management in countries at various stages of political, social, cultural and economic development are welcomed, as are those directed at the different levels (national, regional, local) of the health sector. Manuscripts are invited from a spectrum of different disciplines e.g., (the social sciences, management and medicine) as long as they advance our knowledge and understanding of the health sector. The Journal is therefore global, and eclectic.