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Climate Security Insights From The Covid-19 Response, Mark P. Nevitt Jan 2023

Climate Security Insights From The Covid-19 Response, Mark P. Nevitt

Faculty Articles

The climate change crisis and COVID-19 crisis are both complex collective action problems. Neither the coronavirus nor greenhouse gas (GHG) emissions respect political borders. Both impose an opportunity cost that penalizes inaction. They are also increasingly understood as nontraditional, novel security threats. Indeed, COVID-19’s human cost is staggering, with American lives lost vastly exceeding those lost in recent armed conflicts. And climate change is both a threat accelerant and a catalyst for conflict—a characterization reinforced in several climate-security reports. To counter COVID-19, the President embraced martial language, stating that he will employ a “wartime footing” to “defeat the virus.” Perhaps …


The Nih-Moderna Vaccine: Public Science, Private Profit, And Lessons For The Future, Christopher J. Morten Jan 2023

The Nih-Moderna Vaccine: Public Science, Private Profit, And Lessons For The Future, Christopher J. Morten

Faculty Scholarship

This commentary highlights the scientific history of the NIH-Moderna COVID-19 vaccine and corroborates Sarpatwari’s theme of private capture of value created by the public. The commentary also identifies missteps by the Trump and Biden Administrations and offers policy recommendations: better contracts with and incentives for pharmaceutical manufacturers and a not-for-profit “public option” for pharmaceutical development.


Sustainable Transportation: Behavioral Analysis Of Working-From-Home And Electric Vehicles Adoption, Zeinab Bayati Jan 2023

Sustainable Transportation: Behavioral Analysis Of Working-From-Home And Electric Vehicles Adoption, Zeinab Bayati

UNF Graduate Theses and Dissertations

Sustainable transportation plays a crucial role in mitigating environmental impacts, and this study examines two key aspects, namely working from home (WFH) and the adoption of electric vehicles (EVs), in the context of promoting sustainable practices.

The first part of this thesis focuses on how people's perceptions towards working from home have changed as a result of their experiences during COVID-19. To analyze these changes, a random parameter logit (RPL) model is developed based on a nationwide public dataset collected during the pandemic in the United States. Dependent variable of the model is constructed through comparing data from the first …


Editorial: Resilience In The Face Of Environmental Disasters In The Age Of Covid-19, Sumana Chattopadhyay Jan 2023

Editorial: Resilience In The Face Of Environmental Disasters In The Age Of Covid-19, Sumana Chattopadhyay

College of Communication Faculty Research and Publications

No abstract provided.


U.S. Disaster Policy: Oversight Challenges And The Promise Of Multi-Level Governance, Nancy J. Knauer Jan 2023

U.S. Disaster Policy: Oversight Challenges And The Promise Of Multi-Level Governance, Nancy J. Knauer

Lewis & Clark Law Review

U.S. disaster preparedness and response policy now plays an increasingly central role in the lives of many Americans. The COVID-19 pandemic and the strong uptick in extreme weather events have placed a heightened burden on our emergency management resources. In 2021, it seemed that hardly a week went by without a new emergency declaration as we battled devastating wildfires and drought in the West and catastrophic flooding and storms in the East. To further complicate matters, these unrelenting weather-related disasters played out within the context of an unprecedented and multi-year public health crisis—the COVID-19 pandemic. This Article examines the history …


Training A Public Accommodations Lens On Vaccine Passports, Paul Diller Jan 2023

Training A Public Accommodations Lens On Vaccine Passports, Paul Diller

Lewis & Clark Law Review

The Covid pandemic and the rise of smartphone technology enabled the use of “vaccine passports”—that is, a requirement to show proof of vaccination against Covid—on a scale unmatched before in human history. In the United States, many public accommodations such as restaurants, coffee shops, stadiums, and movie theaters required patrons to show proof of vaccination in order to enter or consume food and drink on the premises. In approximately two dozen local jurisdictions as well as the District of Columbia and Puerto Rico, government mandated that public accommodations do this, with varied carveouts for religious objections and medical or age-based …


Enrollment Management Strategies At Rural Community Colleges Resulting From The Pandemic, Robin C. Daniel, Mitchell R. Williams, Kim E. Bullington Jan 2023

Enrollment Management Strategies At Rural Community Colleges Resulting From The Pandemic, Robin C. Daniel, Mitchell R. Williams, Kim E. Bullington

Educational Leadership & Workforce Development Faculty Publications

Higher education institutions around the world were impacted by the COVID-19 pandemic that began in early 2020. Because U.S. community colleges focus on two-year degrees and workforce development, they were affected differently than their four-year counterparts. This study examined how academic administrators at different rural community colleges in Virginia, United States, perceived enrollment management practices that were implemented or changed due to the pandemic. This sequential explanatory study's first phase was quantitative and measured mid- to senior-level administrators' views of how the pandemic affected their colleges' enrollment management practices. The second qualitative phase resulted in five themes surrounding COVID-related enrollment …


Pandemic Communication: International Communication, Anthony Spencer Jan 2023

Pandemic Communication: International Communication, Anthony Spencer

Other Scholarly Publications

The COVID-19 pandemic has transformed our world as we previously knew it. One of those major changes is how we communicate with one another across national borders. The pandemic forced us to find ways to improve the way we utilize social media outlets to communicate with others around the world. Research into global communication has long been too focused on the West, and particularly the United States. This shift in our communication usage also provides a moment of pause to reflect on ways to make the field of international communication more inclusive and focus on key issues which influence transnational …


A Descriptive Quantitative Exploration Of College Students Of Promise During The Covid-19 Pandemic, Tameka Womack, Kim E. Bullington, Pietro A. Sasso Jan 2023

A Descriptive Quantitative Exploration Of College Students Of Promise During The Covid-19 Pandemic, Tameka Womack, Kim E. Bullington, Pietro A. Sasso

Educational Leadership & Workforce Development Faculty Publications

The term Students of Promise is used for students considered to have a heightened risk status, which not only has a negative effect on students but also on the higher education institutions they attend. This quantitative study explored how the COVID-19 virus has impacted student populations at various US higher education institutions and to uncover what specific issues (financial, emotional, social) impacted students during this unprecedented time in light of student categories and student demographics. This study found statistical significance in Students of Promise characteristics and presents data on the behaviors, activities, and tools necessary for success, concerns surrounding COVID-19, …


The Covid-19 Pandemic And Its Influence On The Human Immune System, Nicole L. Riha Jan 2023

The Covid-19 Pandemic And Its Influence On The Human Immune System, Nicole L. Riha

Undergraduate Honors Theses

COVID-19 rapidly infected the world, and scientists continue to research how the disease spread and killed as many as it did by analyzing how it affects the human immune system and referring to past pandemics. Since the pandemic is ongoing, scientists do not fully understand how the virus works and if lockdowns were effective. Nevertheless, a discussion on what is known about COVID-19's influence on the human immune system is needed. With an understanding of the COVID-19 pandemic, scientists can make more effective treatments for COVID-19 and learn how to manage future pandemics.


The Impacts Of The Covid-19 Pandemic On Various Aspects Of Child And Adolescent Lives: A Literature Review, Alissa Carpenter Jan 2023

The Impacts Of The Covid-19 Pandemic On Various Aspects Of Child And Adolescent Lives: A Literature Review, Alissa Carpenter

Undergraduate Honors Theses

Coronavirus 19 or COVID-19 is a spherical, enveloped virus that causes a lower respiratory tract infection with symptoms including pneumonia, fever, and difficulty breathing (Ochani et al., 2021). This virus caused a global pandemic that infected millions of people and killed over a million people. The aim of this literature review is to examine how the social-distance mandates and quarantines affected various aspects of child and adolescent life and development. This review examines language and speech impairment, behavioral changes/challenges, academic performance, mental health (specifically depression and anxiety), child abuse and neglect, and student-athlete experiences. The results found that language and …


The Impact Of The Covid-19 Pandemic On First-Time, Freshmen At Copiah-Lincoln Community College, Tiffany Perryman Jan 2023

The Impact Of The Covid-19 Pandemic On First-Time, Freshmen At Copiah-Lincoln Community College, Tiffany Perryman

Electronic Theses and Dissertations

Manuscript I of this dissertation in practice (DiP) explores the impact of the disruptions of the COVID-19 school year on the academic success of first-time, freshmen enrolled at a community college in Mississippi. The conceptual framework identifies the characteristics of community college students as well as indicators of student success at community colleges. The review of literature highlights the historical role of community colleges in higher education and the impact of COVID-19 on students, particularly first-time freshmen, attending community colleges. Manuscript II of this DiP serves as a formative evaluation to assess the impact of the COVID-19 pandemic on student …


Changes In Severity Of Diabetes At Diagnosis Following The Onset Of The Sars-Cov-2 Pandemic, Annelise King Jan 2023

Changes In Severity Of Diabetes At Diagnosis Following The Onset Of The Sars-Cov-2 Pandemic, Annelise King

Theses and Dissertations--Public Health (M.P.H. & Dr.P.H.)

During the SARS-CoV-2 pandemic it was seen that diabetes was a risk factor for severe COVID-19. The objective of this study is to assess the severity of diabetes at diagnosis during the COVID-19 pandemic compared to pre-pandemic to see how the pandemic and SARS-CoV-2 infection impacted the severity of diabetes. This study used University of Kentucky electronic health records of 13,794 patients who developed diabetes. The majority of patients were female, white non-Hispanic, 65+, and living in an urban area. There were differences seen between the COVID-19 positive and negative cohorts in the DKA and HbA1c variables, with …


Covid-19 Vaccine Acceptance, Hesitancy, And Refusal Among Educators In Spring Of 2021, Jenifer O'Brien Jan 2023

Covid-19 Vaccine Acceptance, Hesitancy, And Refusal Among Educators In Spring Of 2021, Jenifer O'Brien

Theses and Dissertations--Public Health (M.P.H. & Dr.P.H.)

The COVID-19 pandemic provided unprecedented vaccine development and deployment. Educators were among the first non-healthcare occupations to become eligible for the vaccine, and were an early predictor of vaccine hesitancy especially among educated females. By the spring of 2021, 87% of teachers had received at least one dose of the COVID-19 vaccine. Among those who expressed hesitancy, no defining demographic factors were found. Those who expressed hesitancy commonly cited a rushed vaccine development process and fear of long term side effects as reasons against vaccination.


Experiences With Covid-19 Stress Among Hispanic/Latino Farmworkers, Brenda Berumen-Flucker, Hadiza Galadima, Sylvia Shangani, Michele Kekeh, Muge Akpinar-Elci Jan 2023

Experiences With Covid-19 Stress Among Hispanic/Latino Farmworkers, Brenda Berumen-Flucker, Hadiza Galadima, Sylvia Shangani, Michele Kekeh, Muge Akpinar-Elci

Community & Environmental Health Faculty Publications

BACKGROUND: Hispanics/Latinos, particularly those that identify as foreign-born, are overrepresented in the agricultural sector in the U.S. Over the course of the COVID-19 pandemic, this subpopulation of farmworkers was recognized as an invaluable group of essential workers unable to implement COVID-19 protections.

METHODS: Previously validated COVID-19 stress scale measures were identified, adapted, and translated to collect COVID-19 stress data from Hispanic/Latino agricultural workers in two heavily agricultural counties in northeastern North Carolina. Participants were recruited using purposive convenience sampling. Data collection took place from June to November of 2021.

RESULTS: The majority of Hispanic/Latino agricultural workers surveyed reported experiencing worries …


Lessons Learned From Interdisciplinary Efforts To Combat Covid-19 Misinformation: Development Of Agile Integrative Methods From Behavioral Science, Data Science, And Implementation Science, Sahiti Myneni, Paula Cuccaro, Sarah Montgomery, Vivek Pakanati, Jinni Tang, Tavleen Singh, Olivia Dominguez, Trevor Cohen, Belinda Reininger, Lara S Savas, Maria E Fernandez Jan 2023

Lessons Learned From Interdisciplinary Efforts To Combat Covid-19 Misinformation: Development Of Agile Integrative Methods From Behavioral Science, Data Science, And Implementation Science, Sahiti Myneni, Paula Cuccaro, Sarah Montgomery, Vivek Pakanati, Jinni Tang, Tavleen Singh, Olivia Dominguez, Trevor Cohen, Belinda Reininger, Lara S Savas, Maria E Fernandez

Faculty, Staff and Student Publications

BACKGROUND: Despite increasing awareness about and advances in addressing social media misinformation, the free flow of false COVID-19 information has continued, affecting individuals' preventive behaviors, including masking, testing, and vaccine uptake.

OBJECTIVE: In this paper, we describe our multidisciplinary efforts with a specific focus on methods to (1) gather community needs, (2) develop interventions, and (3) conduct large-scale agile and rapid community assessments to examine and combat COVID-19 misinformation.

METHODS: We used the Intervention Mapping framework to perform community needs assessment and develop theory-informed interventions. To supplement these rapid and responsive efforts through large-scale online social listening, we developed a …


Evaluation Of Wic Online Ordering During The Covid-19 Pandemic: Evidence From An Oklahoma Grocery Store Chain, Qi Zhang, Junzhou Zhang, Kayoung Park, Chuanyi Tang Jan 2023

Evaluation Of Wic Online Ordering During The Covid-19 Pandemic: Evidence From An Oklahoma Grocery Store Chain, Qi Zhang, Junzhou Zhang, Kayoung Park, Chuanyi Tang

Community & Environmental Health Faculty Publications

The COVID-19 pandemic is worsening the disparities in food access in the United States. As consumers have been increasingly using grocery online ordering services to limit their exposure to the COVID-19 virus, participants of federal nutrition assistance programs lack the online benefit redemption option. With the support of the US Department of Agriculture (USDA), retailers are pilot-testing online food benefit ordering in the Special Supplemental Nutrition Program for Women, Infants, and Children (WIC). By combining the Oklahoma WIC administrative data, the online ordering data from a grocery store chain in Oklahoma, and the COVID-19 data in Oklahoma, this study examines …


Gendered Leadership: Men And Women Governor’S Responses To Covid-19, Kate Gaulke Jan 2023

Gendered Leadership: Men And Women Governor’S Responses To Covid-19, Kate Gaulke

Honors Program: Senior Projects (Public)

To alleviate a large-scale crisis, leaders have to choose mitigation strategies to best address the issue at hand while also avoiding the spread of panic among their constituents. This balancing act can be challenging and was especially demanding during the COVID-19 pandemic. The COVID-19 pandemic was not only a global health crisis, but also caused worldwide social, economic, and political turmoil. For three years, the pandemic riddled the United States with disease, economic hardship, food insecurity, and unemployment. Since its rise, COVID-19 has been the foremost concern on policy agendas nationwide. Governors, in particular, played a significant part in leading …


The Impact Of Countries' Leaders' Responses On Covid-19 Deaths, Kate Rumisek Jan 2023

The Impact Of Countries' Leaders' Responses On Covid-19 Deaths, Kate Rumisek

Honors Undergraduate Theses

The COVID-19 pandemic was an unprecedented health crisis with consequences felt worldwide. While every country was impacted, each leader had a different response resulting in different consequences per nation. This paper evaluates the responses of three countries' leaders to the COVID-19 pandemic in relation to COVID-19-related deaths. The countries analyzed are New Zealand, Brazil, and the United States. New Zealand's Prime Minister's response was characterized as proactive and strict. Under the leadership of Bolsonaro, Brazil ignored the magnitude of the pandemic, leading to a lack of a cohesive national plan. The United States, led by President Trump, responded with a …


Pandemic-Related Posttraumatic Psychological Growth In U.S. Military Veterans: A 3-Year, Nationally Representative, Longitudinal Study, Hun Kang Jan 2023

Pandemic-Related Posttraumatic Psychological Growth In U.S. Military Veterans: A 3-Year, Nationally Representative, Longitudinal Study, Hun Kang

Public Health Theses

Little is known about the positive psychological changes or posttraumatic growth (PTG) in response to the pandemic as the COVID-19 vaccines has become widely available. This longitudinal study aimed to characterize changes in the prevalence of pandemic-related PTG, and to identify and quantify the relative importance of PTG correlates pre-pandemic, 1- year peri-pandemic, and 2-years post-pandemic onset. A total of 2,441 U.S. military veterans completed Wave 3 assessment of the National Health and Resilience in Veterans Study. In the full sample, a significant decrease from peri-pandemic to 2-years post-pandemic onset was observed in overall pandemic-related PTG and four domains of …


Political Polarization And Price Dispersion: Recent Evidence From The Airline Industry During Covid-19, Jihui Chen Jan 2023

Political Polarization And Price Dispersion: Recent Evidence From The Airline Industry During Covid-19, Jihui Chen

Faculty Publications – Economics

This paper analyzes the relationship between price dispersion and political polarization of the endpoint states on a given route during the COVID-19 pandemic. The sample includes ticket information from the DB1B database between 2020:Q1 and 2021:Q4. The fixed-effect panel instrument variable (IV) estimation finds evidence of increased price dispersion on routes connecting states led by a Republican governor than those linking Democrat-led states. My analysis adds to the literature by exploiting the impact of political factors (i.e. demand shocks triggered by the COVID-19 policy interventions) on price dispersion using the latest data.


Lessons Of The Plague Years, Barry Sullivan Jan 2023

Lessons Of The Plague Years, Barry Sullivan

Faculty Publications & Other Works

The COVID-19 pandemic has challenged governments of every description across the globe, and it surely would have tested the mettle of any American administration. But the pandemic appeared in the United States at a particularly inopportune time. January 2020 marked the beginning of a presidential election year in a deeply polarized country. President Donald Trump was a controversial figure, beginning the fourth year of a highly idiosyncratic administration. He was both a candidate for re-election and the subject of an ongoing impeachment proceeding. In these circumstances, the pandemic quickly became politicized. President Trump's response to the COVID-19 pandemic has often …


Epidemiology Of Sars-Cov-2 Breakthrough Infections In Kentucky March 1st 2021 - December 31st, 2022, Harrison Hynes Jan 2023

Epidemiology Of Sars-Cov-2 Breakthrough Infections In Kentucky March 1st 2021 - December 31st, 2022, Harrison Hynes

Theses and Dissertations--Public Health (M.P.H. & Dr.P.H.)

Objective: Provide epidemiologic overview of SARS-CoV-2 breakthrough infections in Kentucky considering both demographic and geographic variables.

Background: We believe descriptive information of breakthrough cases for a defined population will provide public health practitioners with useful information relating to SARS-CoV-2 infection control and vaccination efforts.

Methods: We obtained SARS-CoV-2 case data from the Kentucky Department for Public Health COVID-19 case repository, which mirrors National Electronic Disease Surveillance System (NEDSS) data. The study sample used for analysis comprised 147,000 individuals who tested positive for SARS-CoV-2 in Kentucky between the dates of March 1st, 2021 and December 31st, 2022. …


Disaster Relief And Humanitarian Logistics: Three Essays, Peter H. Imbriale Jan 2023

Disaster Relief And Humanitarian Logistics: Three Essays, Peter H. Imbriale

2023

The increased frequency and impact of natural disasters and other humanitarian crises—including events such as the COVID-19 pandemic—makes studying disaster relief and recovery particularly important. One relevant area of research in this space is humanitarian logistics. This dissertation provides insights into disaster relief logistics by exploring the government’s role in humanitarian logistics, examining the government’s efforts to address COVID-19 medical supply chain challenges, and determining how to lessen the impact of supply chain bottlenecks from unwanted post-disaster donations. Chapter one (sole-authored) is a literature review of the role of governments in humanitarian logistics. Although governments are vital stakeholders in nearly …


A Qualitative Study Of Moral Distress In Physicians During The Covid-19 Pandemic, William Washington Jan 2023

A Qualitative Study Of Moral Distress In Physicians During The Covid-19 Pandemic, William Washington

Walden Dissertations and Doctoral Studies

Abstract The spread of Coronavirus (COVID-19) created a pandemic and had a world-shattering effect on healthcare organizations. As a result, many healthcare professionals were exposed to health situations that stretched them beyond their professional ethics, mental health, and emotional capacity. Throughout the last 30 years, moral distress has been understood as the type of stress that medical professionals experience. Research has substantially grown regarding COVID-19 and moral distress, exposing gaps in the ability of experts to care as they should. Moral distress was a term created to define the emotional disruption that occurs when a professional cannot work within their …


Clinicians' Perceptions Of Telehealth Services During The Covid-19 Pandemic In Virginia, Johnetta Hill Guishard Jan 2023

Clinicians' Perceptions Of Telehealth Services During The Covid-19 Pandemic In Virginia, Johnetta Hill Guishard

Walden Dissertations and Doctoral Studies

The onset of COVID-19 introduced unprecedented changes to how U.S. public health services were delivered. Many public and private agencies faced mandatory closures, social distancing mandates, and rapid transitions to telehealth interventions and treatment. Mental health clinicians witnessed disruptions in continuity of care and an increase in mental health risks overall. Although some studies have been conducted to survey clinicians’ perceptions of the usefulness and ease of use of technology-based interventions, knowledge about mental health clinicians’ experiences and perceptions in Virginia was sparse. The purpose of this generic qualitative study was to explore how mental health clinicians in Virginia described …


Callosal Malformations: Developmental Impacts And Parental Adjustment During The Covid-19 Pandemic, Kera Larson Jan 2023

Callosal Malformations: Developmental Impacts And Parental Adjustment During The Covid-19 Pandemic, Kera Larson

Doctor of Psychology (PsyD)

In March 2020 the 2019 coronavirus disease (COVID-19) was determined to be a global health crisis (Lee et al., 2021). As the virus continued to spread rapidly, individuals had to adjust their daily routines to reduce disease transmission. Agenesis of the Corpus Callosum (AgCC) is a broad term used when there is a presence of congenital brain malformation in the region of the brain responsible for transmitting information to both left and right hemispheres (Paul, 2011). Evaluation of individuals with AgCC have been observed to demonstrate specific deficits including cognitive efficiency, transfer of sensory-motor information, and complex reasoning (Brown & …


The Impact Of Social Connection And Psychological Resilience On Covid-19 Pandemic- Related Mental Health Outcomes, Shelby Lee Powers Jan 2023

The Impact Of Social Connection And Psychological Resilience On Covid-19 Pandemic- Related Mental Health Outcomes, Shelby Lee Powers

Doctor of Psychology (PsyD)

The COVID-19 pandemic has had wide reaching, well-documented impacts on mental health across demographics. Among these impacts are higher rates of depression and anxiety in adults. Several factors have been shown to mitigate the experience of depression and anxiety, including social connection and psychological resilience. The present study examined social connection and psychological resilience as predictors of depression and anxiety on a U.S. adult sample (n = 535) during the COVID-19 pandemic. Participants were recruited using Qualtrics. Results of this study described that over 30% of the variance in anxiety and depression was predicted by a person’s levels of social …


Using Wearable Technology To Quantify Physical Activity Recovery: Secondary Report From The After (App-Facilitated Tele-Rehabilitation) Program For Covid-19 Survivors Randomized Study, Laura Churchill, Mary Morrow, Jacob J. Capin, Sarah Jolley, Kristine Hare, Samantha Mawhinney, Jennifer E. Stevens-Lapsley, Kristine M. Erlandson Jan 2023

Using Wearable Technology To Quantify Physical Activity Recovery: Secondary Report From The After (App-Facilitated Tele-Rehabilitation) Program For Covid-19 Survivors Randomized Study, Laura Churchill, Mary Morrow, Jacob J. Capin, Sarah Jolley, Kristine Hare, Samantha Mawhinney, Jennifer E. Stevens-Lapsley, Kristine M. Erlandson

Physical Therapy Faculty Research and Publications

Background: Knowledge on physical activity recovery after COVID-19 survival is limited. The AFTER (App-Facilitated Tele-Rehabilitation) program for COVID-19 survivors randomized participants, following hospital discharge, to either education and unstructured physical activity or a telerehabilitation program. Step count data were collected as a secondary outcome, and we found no significant differences in total step count trajectories between groups at 6 weeks. Further step count data were not analyzed.

Objective: The purpose of this analysis was to examine step count trajectories and correlates among all participants (combined into a single group) across the 12-week study period.

Methods: Linear mixed …


Modeling The Spread Of Covid-19 In Spatio-Temporal Context, S.H. Sathish Indika, Norou Diawara, Hueiwang Anna Jeng, Bridget D. Giles, Dilini S.K. Gamage Jan 2023

Modeling The Spread Of Covid-19 In Spatio-Temporal Context, S.H. Sathish Indika, Norou Diawara, Hueiwang Anna Jeng, Bridget D. Giles, Dilini S.K. Gamage

Mathematics & Statistics Faculty Publications

This study aims to use data provided by the Virginia Department of Public Health to illustrate the changes in trends of the total cases in COVID-19 since they were first recorded in the state. Each of the 93 counties in the state has its COVID-19 dashboard to help inform decision makers and the public of spatial and temporal counts of total cases. Our analysis shows the differences in the relative spread between the counties and compares the evolution in time using Bayesian conditional autoregressive framework. The models are built under the Markov Chain Monte Carlo method and Moran spatial correlations. …