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COVID-19

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2022-05-25_Michiganoverview_Covidvaccinestats, Michigan Department Of Health & Human Services May 2022

2022-05-25_Michiganoverview_Covidvaccinestats, Michigan Department Of Health & Human Services

Michigan COVID-19 Vaccine Data

The COVID Vaccine Dashboard page was obtained from Michigan's main COVID-19 page: https://www.michigan.gov/coronavirus/resources/covid-19-vaccine/covid-19-dashboard.

First-dose tracker above is for entire Michigan Population. Coverage maps below are for age 5+.

Previously reported numbers of administered vaccine doses may change as new data are received. A possible lag in reporting vaccine doses will result in increases in numbers previously reported.

This report is created by the Michigan Department of Health and Human Services Division of Immunization from data reported to the Michigan Care Improvement Registry (MCIR).

The dashboard contained the tabs Primary Series Doses Administered, Primary Series Doses by Vaccine, …


2022-05-25 Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services May 2022

2022-05-25 Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services

Michigan COVID-19 Hospital Data

Contains the tables Statewide Hospital Capacity Report for COVID-19, COVID-19 Metrics, Statewide Hospital Available PPE Tracking for COVID-19, as well as the tables PPE Days On Hand and Patient Census.


2022-05-25_Michiganoverview_Covidstats, Michigan Department Of Health & Human Services May 2022

2022-05-25_Michiganoverview_Covidstats, Michigan Department Of Health & Human Services

Cumulative Michigan COVID-19 Data

The COVID Overview page was obtained from Michigan's main COVID-19 page: https://www.michigan.gov/coronavirus/stats.

The State of Michigan is working around the clock to test and treat COVID-19 patients. Below is the most recent data healthcare experts across the state have compiled. COVID case and testing data will be posted once a week on Wednesdays.

This report is provisional and subject to change. City of Detroit and Wayne County are reported separately. MDHHS began tracking probable cases April 5, 2020. FCI indicates federal correctional institute. MDOC indicates Michigan Department of Corrections. Diagnostic tests, including nucleic acid amplification/real-time polymerase chain reaction (NAAT/RT-PCR) …


2022-05-25_Michiganoverview_Covidsymptoms, Michigan Department Of Health & Human Services May 2022

2022-05-25_Michiganoverview_Covidsymptoms, Michigan Department Of Health & Human Services

Michigan COVID-19 Syndromic Surveillance System Data

The Syndromic Surveillance System Data report was obtained from Michigan's COVID-19 dashboard, from under the link "​Coronavirus Symptoms": https://www.michigan.gov/coronavirus/stats/coronavirus-symptoms. Data was compiled by the Michigan Department of Health and Human Services (MDHHS). The information was updated twice a week on Mondays and Thursdays.

Syndromic Surveillance System data is obtained from approximately 216 facilities participating in syndromic surveillance (139 Emergency Departments (ED), 77 Urgent Cares) across the State of Michigan. The reporting is based on individuals who present at EDs and may not be representative of the overall population. The coronavirus-like symptoms query searches visit free-text (chief complaint, triage notes, …


Cardiovascular Tropism And Sequelae Of Sars-Cov-2 Infection, Oleksandr Dmytrenko, Kory J Lavine May 2022

Cardiovascular Tropism And Sequelae Of Sars-Cov-2 Infection, Oleksandr Dmytrenko, Kory J Lavine

2020-Current year OA Pubs

The extrapulmonary manifestation of coronavirus disease-19 (COVID-19), caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), became apparent early in the ongoing pandemic. It is now recognized that cells of the cardiovascular system are targets of SARS-CoV-2 infection and associated disease pathogenesis. While some details are emerging, much remains to be understood pertaining to the mechanistic basis by which SARS-CoV-2 contributes to acute and chronic manifestations of COVID-19. This knowledge has the potential to improve clinical management for the growing populations of patients impacted by COVID-19. Here, we review the epidemiology and pathophysiology of cardiovascular sequelae of COVID-19 and outline …


2022-05-24_Michiganoverview_Covidlongtermcare, Michigan Department Of Health & Human Services May 2022

2022-05-24_Michiganoverview_Covidlongtermcare, Michigan Department Of Health & Human Services

Michigan COVID-19 Long Term Care Data

The COVID Long Term Care Facilities page was obtained from Michigan's COVID-19 data page: https://www.michigan.gov/coronavirus/stats/data-about-places/long-term-care-data.

This report is created by the Michigan Department of Health & Human Services from data self-reported by long-term care facilities into EMResource. Data for all reporting facilities is posted weekly each Monday.

The information below represents COVID-19 data reported directly to MDHHS by licensed and operating Skilled Nursing, Home for the Aged and Adult Foster Care facilities (licensed to serve 13 or more individuals) in Michigan from January 1, 2020. All long-term care facilities additionally have an obligation to report COVID-positive residents and/or staff …


A Single Dose Of The Deactivated Rabies-Virus Vectored Covid-19 Vaccine, Coravax, Is Highly Efficacious And Alleviates Lung Inflammation In The Hamster Model, Drishya Kurup, Christoph Wirblich, Leila Zabihi Diba, Rachael Lambert, Megan Watson, Noor Shaikh, Holly Ramage, Charalambos Solomides, Matthias J Schnell May 2022

A Single Dose Of The Deactivated Rabies-Virus Vectored Covid-19 Vaccine, Coravax, Is Highly Efficacious And Alleviates Lung Inflammation In The Hamster Model, Drishya Kurup, Christoph Wirblich, Leila Zabihi Diba, Rachael Lambert, Megan Watson, Noor Shaikh, Holly Ramage, Charalambos Solomides, Matthias J Schnell

Department of Microbiology and Immunology Faculty Papers

Without sufficient herd immunity through either vaccination or natural infection, the coronavirus disease 2019 pandemic is unlikely to be controlled. Waning immunity with the currently approved vaccines suggests the need to evaluate vaccines causing the induction of long-term responses. Here, we report the immunogenicity and efficacy of our adjuvanted single-dose Rabies-vectored SARS-CoV-2 S1 vaccine, CORAVAX, in hamsters. CORAVAX induces high SARS-CoV-2 S1-specific and virus-neutralizing antibodies (VNAs) that prevent weight loss, viral loads, disease, lung inflammation, and the cytokine storm in hamsters. We also observed high Rabies VNA titers. In summary, CORAVAX is a promising dual-antigen vaccine candidate for clinical evaluation …


Effect Of Early Mobilization On Length Of Hospital Stay In Covid-19 Patients: A Critically Appraised Topic, Ashlee Hodges, Anna Claire Briscoe, Anna Beth Willoughby, Carlton Hubbard, Nathan Smith May 2022

Effect Of Early Mobilization On Length Of Hospital Stay In Covid-19 Patients: A Critically Appraised Topic, Ashlee Hodges, Anna Claire Briscoe, Anna Beth Willoughby, Carlton Hubbard, Nathan Smith

Master of Occupational Therapy Student Critically Appraised Topics

For this project, we created a critically appraised topic to study the effects of early mobilization on length of hospital stay in COVID-19 patients in the ICU.


2022-05-23 Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services May 2022

2022-05-23 Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services

Michigan COVID-19 Hospital Data

Contains the tables Statewide Hospital Capacity Report for COVID-19, COVID-19 Metrics, Statewide Hospital Available PPE Tracking for COVID-19, as well as the tables PPE Days On Hand and Patient Census.


Covid-19 Case Complicated With Organizing Pneumonia And Pneumothorax: Correspondence, Hammad A. Bhatti, Minh Q. Ho May 2022

Covid-19 Case Complicated With Organizing Pneumonia And Pneumothorax: Correspondence, Hammad A. Bhatti, Minh Q. Ho

The University of Louisville Journal of Respiratory Infections

No abstract provided.


Drama Therapy Interventions That Support Students With Asd During Covid-19, Olivia Reyes May 2022

Drama Therapy Interventions That Support Students With Asd During Covid-19, Olivia Reyes

Expressive Therapies Capstone Theses

Due to the coronavirus (COVID-19) pandemic that began in December 2019, many people experienced traumatic losses, environmental stressors, and overall daily challenges. One of the populations most at risk during this time were those with an autism spectrum disorder (ASD). Those with mental health illness and developmental differences are experiencing the pandemic in different ways. Individuals with ASD tend to have both developmental differences and mental health challenges that motivate individuals to seek medicinal and therapeutic help, along with other services to support their daily needs. This literature review addresses the negative and positive impacts COVID-19 has had on the …


Innovation In Health Science Education: An Experiential Learning Program, Lily Apedaile May 2022

Innovation In Health Science Education: An Experiential Learning Program, Lily Apedaile

International Journal of Health Sciences Education

The SARS-CoV-2 pandemic disrupted health professions education on a number of different levels. Many health professions and pre-health professions students lost access to real-world clinical experience which has lead to disruptions in the healthcare workforce pipeline. At the University of Montana a diverse group of health professions educators designed an innovative experiential learning program, called Griz Health, that would allow UM students to engage in healthcare experiences while helping the campus with COVID-19 response. Because of the overwhelmingly positive response from students and community members that participated in this program, the Griz Health program was shifted from a volunteer response …


2022-05-20 Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services May 2022

2022-05-20 Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services

Michigan COVID-19 Hospital Data

Contains the tables Statewide Hospital Capacity Report for COVID-19, COVID-19 Metrics, Statewide Hospital Available PPE Tracking for COVID-19, as well as the tables PPE Days On Hand and Patient Census.


College Of Public Heath News, Georgia Southern University May 2022

College Of Public Heath News, Georgia Southern University

College of Public Health: News & Publications

  • Georgia Southern Graduate Credits Independent Study and Mentor for Success in Public Health


Investigation Of Factors Affecting Covid-19 Vaccine Acceptance Among Communities Of Universities In The United Arab Emirates., Maisa El Gamal, Ayisha Siddiqua, Waheed Kareem Abdul, Badria H Almurshidi, Fares M Howari May 2022

Investigation Of Factors Affecting Covid-19 Vaccine Acceptance Among Communities Of Universities In The United Arab Emirates., Maisa El Gamal, Ayisha Siddiqua, Waheed Kareem Abdul, Badria H Almurshidi, Fares M Howari

All Works

The COVID-19 pandemic affected the lives of people living across the world and the development of vaccines against SARS-CoV-2 is considered to be one of the most promising solutions to contain the COVID-19 pandemic. In several countries, we are witnessing hesitancy toward COVID-19 vaccines, which is a complex phenomenon influenced by a variety of factors. A cross-sectional study was performed to comprehensively investigate the impact of factors like demography, COVID-19 pandemic-induced behavior, and vaccine attitude on COVID-19 vaccine acceptance (VA) among communities of five different universities in the United Arab Emirates (UAE). To investigate the effect of demography and COVID-19 …


Addressing The Phenomena Of Nursing Burnout: Seeking The Need For Mental Health Interventions To Support The Nursing Workforce, Cialina L. Moy May 2022

Addressing The Phenomena Of Nursing Burnout: Seeking The Need For Mental Health Interventions To Support The Nursing Workforce, Cialina L. Moy

Master's Projects and Capstones

Problem: Nursing burnout has been an existing phenomenon, which the COVID-19 pandemic has only exacerbated. Burnout has contributed to escalated mental health concerns, increased staff turnover rates, and the nationwide nursing shortage.

Context: Studies indicate that depression, anxiety, and stress significantly correlate to burnout; studies also reveal that burnout consequently contributes to job dissatisfaction and organizational turnover. To reduce perceived burnout and increase nurse retention at the ambulatory COVID-19 clinics, nurses completed a pilot program that integrated two mental health tools.

Intervention: Nurses responded to a pre-survey to identify burnout factors and measure perceived burnout, using a modification of the …


2022-05-19_Michiganoverview_Misc, Michigan Department Of Health & Human Services May 2022

2022-05-19_Michiganoverview_Misc, Michigan Department Of Health & Human Services

Michigan COVID-19 MIS-C Data

The MIS-C Data page was obtained from Michigan's COVID-19 data page: https://www.michigan.gov/coronavirus/stats/mis-c-reporting.

This report is created by the Michigan Department of Health & Human Services from data self-reported by health care providers and local health departments. Data is updated on the first and third Thursdays of the month.

Multisystem Inflammatory Syndrome in Children (MIS-C) is a condition in children and adolescents under 21 years of age where multiple organ systems become inflamed or dysfunctional which occurs in association with illness. Children with MIS-C may have a fever and various symptoms, including abdominal (gut) pain, vomiting, diarrhea, neck pain, rash, …


2022-05-18_Michiganoverview_Covidstats, Michigan Department Of Health & Human Services May 2022

2022-05-18_Michiganoverview_Covidstats, Michigan Department Of Health & Human Services

Cumulative Michigan COVID-19 Data

The COVID Overview page was obtained from Michigan's main COVID-19 page: https://www.michigan.gov/coronavirus/stats.

The State of Michigan is working around the clock to test and treat COVID-19 patients. Below is the most recent data healthcare experts across the state have compiled. COVID case and testing data will be posted once a week on Wednesdays.

This report is provisional and subject to change. City of Detroit and Wayne County are reported separately. MDHHS began tracking probable cases April 5, 2020. FCI indicates federal correctional institute. MDOC indicates Michigan Department of Corrections. Diagnostic tests, including nucleic acid amplification/real-time polymerase chain reaction (NAAT/RT-PCR) …


2022-05-18 Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services May 2022

2022-05-18 Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services

Michigan COVID-19 Hospital Data

Contains the tables Statewide Hospital Capacity Report for COVID-19, COVID-19 Metrics, Statewide Hospital Available PPE Tracking for COVID-19, as well as the tables PPE Days On Hand and Patient Census.


2022-05-18_Michiganoverview_Covidvaccinestats, Michigan Department Of Health & Human Services May 2022

2022-05-18_Michiganoverview_Covidvaccinestats, Michigan Department Of Health & Human Services

Michigan COVID-19 Vaccine Data

The COVID Vaccine Dashboard page was obtained from Michigan's main COVID-19 page: https://www.michigan.gov/coronavirus/resources/covid-19-vaccine/covid-19-dashboard.

First-dose tracker above is for entire Michigan Population. Coverage maps below are for age 5+.

Previously reported numbers of administered vaccine doses may change as new data are received. A possible lag in reporting vaccine doses will result in increases in numbers previously reported.

This report is created by the Michigan Department of Health and Human Services Division of Immunization from data reported to the Michigan Care Improvement Registry (MCIR).

The dashboard contained the tabs Primary Series Doses Administered, Primary Series Doses by Vaccine, …


Networks Of Necessity: Simulating Covid-19 Mitigation Strategies For Disabled People And Their Caregivers, Thomas E. Valles, Hannah Shoenhard, Joseph Zinski, Sarah Trick, Mason A. Porter, Michael R. Lindstrom May 2022

Networks Of Necessity: Simulating Covid-19 Mitigation Strategies For Disabled People And Their Caregivers, Thomas E. Valles, Hannah Shoenhard, Joseph Zinski, Sarah Trick, Mason A. Porter, Michael R. Lindstrom

School of Mathematical & Statistical Sciences Faculty Publications

Abstract

A major strategy to prevent the spread of COVID-19 is the limiting of in-person contacts. However, limiting contacts is impractical or impossible for the many disabled people who do not live in care facilities but still require caregivers to assist them with activities of daily living. We seek to determine which interventions can best prevent infections of disabled people and their caregivers. To accomplish this, we simulate COVID-19 transmission with a compartmental model that includes susceptible, exposed, asymptomatic, symptomatically ill, hospitalized, and removed/recovered individuals. The networks on which we simulate disease spread incorporate heterogeneity in the risk levels of …


2022-05-17_Michiganoverview_Covidlongtermcare, Michigan Department Of Health & Human Services May 2022

2022-05-17_Michiganoverview_Covidlongtermcare, Michigan Department Of Health & Human Services

Michigan COVID-19 Long Term Care Data

The COVID Long Term Care Facilities page was obtained from Michigan's COVID-19 data page: https://www.michigan.gov/coronavirus/stats/data-about-places/long-term-care-data.

This report is created by the Michigan Department of Health & Human Services from data self-reported by long-term care facilities into EMResource. Data for all reporting facilities is posted weekly each Monday.

The information below represents COVID-19 data reported directly to MDHHS by licensed and operating Skilled Nursing, Home for the Aged and Adult Foster Care facilities (licensed to serve 13 or more individuals) in Michigan from January 1, 2020. All long-term care facilities additionally have an obligation to report COVID-positive residents and/or staff …


Increase In Postural Orthostatic Tachycardia Syndrome (Pots) After Covid-19 Infection, Nana Dufie Akowuah May 2022

Increase In Postural Orthostatic Tachycardia Syndrome (Pots) After Covid-19 Infection, Nana Dufie Akowuah

Student Theses

A new severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2), popularly known as COVID-19 has been associated with new-onsets of neurological and cardiovascular symptoms after infecting people. Postural Orthostatic Tachycardia Syndrome (POTS), a form of dysautonomia, can occur after a viral or bacterial infection. Some symptoms of POTS include dizziness, postural tachycardia, presyncope and orthostatic intolerance. There has been some evidence that has identified POT following COVID-19 in some patients. Commonly affected are female long haulers of child-bearing age sharing a strikingly similar demographic to most autoimmune disorders. The most dominant symptom of long haul POTS at this point may be palpitations/ …


Early Short Course Of Neuromuscular Blocking Agents In Patients With Covid-19 Ards: A Propensity Score Analysis., Gianluigi Li Bassi, Kristen Gibbons, Jacky Y Suen, Heidi J Dalton, Nicole White, Amanda Corley, Sally Shrapnel, Samuel Hinton, Simon Forsyth, John G Laffey, Eddy Fan, Jonathon P Fanning, Mauro Panigada, Robert Bartlett, Daniel Brodie, Aidan Burrell, Davide Chiumello, Alyaa Elhazmi, Mariano Esperatti, Giacomo Grasselli, Carol Hodgson, Shingo Ichiba, Carlos Luna, Eva Marwali, Laura Merson, Srinivas Murthy, Alistair Nichol, Mark Ogino, Paolo Pelosi, Antoni Torres, Pauline Yeung Ng, John F Fraser May 2022

Early Short Course Of Neuromuscular Blocking Agents In Patients With Covid-19 Ards: A Propensity Score Analysis., Gianluigi Li Bassi, Kristen Gibbons, Jacky Y Suen, Heidi J Dalton, Nicole White, Amanda Corley, Sally Shrapnel, Samuel Hinton, Simon Forsyth, John G Laffey, Eddy Fan, Jonathon P Fanning, Mauro Panigada, Robert Bartlett, Daniel Brodie, Aidan Burrell, Davide Chiumello, Alyaa Elhazmi, Mariano Esperatti, Giacomo Grasselli, Carol Hodgson, Shingo Ichiba, Carlos Luna, Eva Marwali, Laura Merson, Srinivas Murthy, Alistair Nichol, Mark Ogino, Paolo Pelosi, Antoni Torres, Pauline Yeung Ng, John F Fraser

Department of Anesthesiology Faculty Papers

BACKGROUND: The role of neuromuscular blocking agents (NMBAs) in coronavirus disease 2019 (COVID-19) acute respiratory distress syndrome (ARDS) is not fully elucidated. Therefore, we aimed to investigate in COVID-19 patients with moderate-to-severe ARDS the impact of early use of NMBAs on 90-day mortality, through propensity score (PS) matching analysis.

METHODS: We analyzed a convenience sample of patients with COVID-19 and moderate-to-severe ARDS, admitted to 244 intensive care units within the COVID-19 Critical Care Consortium, from February 1, 2020, through October 31, 2021. Patients undergoing at least 2 days and up to 3 consecutive days of NMBAs (NMBA treatment), within 48 …


2022-05-16 Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services May 2022

2022-05-16 Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services

Michigan COVID-19 Hospital Data

Contains the tables Statewide Hospital Capacity Report for COVID-19, COVID-19 Metrics, Statewide Hospital Available PPE Tracking for COVID-19, as well as the tables PPE Days On Hand and Patient Census.


College Of Public Heath News, Georgia Southern University May 2022

College Of Public Heath News, Georgia Southern University

College of Public Health: News & Publications

  • ‘Rising star’ graduate: Sylvia Ofori’s Journey from Ghana to Georgia Southern to Harvard


Documenting Response To Covid-Individual And Systems Successes And Challenges: A Longitudinal Qualitative Study, Natasha Shaukat, Daniyal Mansoor Ali, Rubina Barolia, Butool Hisam, Sheza Hassan, Badar Afzal Khan, Abdus Salam Khan, Meher Angez, Junaid Razzak May 2022

Documenting Response To Covid-Individual And Systems Successes And Challenges: A Longitudinal Qualitative Study, Natasha Shaukat, Daniyal Mansoor Ali, Rubina Barolia, Butool Hisam, Sheza Hassan, Badar Afzal Khan, Abdus Salam Khan, Meher Angez, Junaid Razzak

Community Health Sciences

Background: This study aimed to document the evolution of perceptions of frontline healthcare workers (FHCW) regarding their well-being and the quality of health systems' response to the COVID-19 pandemic over four months in Pakistan.
Methods: We conducted this prospective longitudinal qualitative study during the four months (June-September 2020) coinciding with the peak and trough of the first wave of Pakistan's COVID-19 pandemic. We approached frontline healthcare workers (physicians and nurses) working in emergency departments (ED) in two hospitals using the WhatsApp group of the Pakistan Society of Emergency Physicians (PSEM). Participants were asked to self-record their perception of their wellness …


Effectiveness Of Mrna Vaccines Against Covid-19 Hospitalization By Age And Chronic Medical Conditions Burden Among Immunocompetent Us Adults, March-August 2021, Nathaniel M Lewis, Hilary M Babcock, Jennie H Kwon, Et Al. May 2022

Effectiveness Of Mrna Vaccines Against Covid-19 Hospitalization By Age And Chronic Medical Conditions Burden Among Immunocompetent Us Adults, March-August 2021, Nathaniel M Lewis, Hilary M Babcock, Jennie H Kwon, Et Al.

2020-Current year OA Pubs

Vaccine effectiveness (VE) against COVID-19 hospitalization was evaluated among immunocompetent adults (≥18 years) during March-August 2021 using a case-control design. Among 1669 hospitalized COVID-19 cases (11% fully vaccinated) and 1950 RT-PCR-negative controls (54% fully vaccinated), VE was 96% (95% confidence interval [CI], 93%-98%) among patients with no chronic medical conditions and 83% (95% CI, 76%-88%) among patients with ≥ 3 categories of conditions. VE was similar between those aged 18-64 years versus ≥65 years (P > .05). VE against severe COVID-19 was very high among adults without chronic conditions and lessened with increasing comorbidity burden.


2022-05-15_Michiganoverview_Covidsymptoms, Michigan Department Of Health & Human Services May 2022

2022-05-15_Michiganoverview_Covidsymptoms, Michigan Department Of Health & Human Services

Michigan COVID-19 Syndromic Surveillance System Data

The Syndromic Surveillance System Data report was obtained from Michigan's COVID-19 dashboard, from under the link "​Coronavirus Symptoms": https://www.michigan.gov/coronavirus/stats/coronavirus-symptoms. Data was compiled by the Michigan Department of Health and Human Services (MDHHS). The information was updated twice a week on Mondays and Thursdays.

Syndromic Surveillance System data is obtained from approximately 216 facilities participating in syndromic surveillance (139 Emergency Departments (ED), 77 Urgent Cares) across the State of Michigan. The reporting is based on individuals who present at EDs and may not be representative of the overall population. The coronavirus-like symptoms query searches visit free-text (chief complaint, triage notes, …


Cellular Automata: The Mathematical Theory Behind The Spread Of Covid-19 And Prediction Of Future Spread, Alison Drumheller May 2022

Cellular Automata: The Mathematical Theory Behind The Spread Of Covid-19 And Prediction Of Future Spread, Alison Drumheller

Undergraduate Theses and Capstone Projects

This thesis seeks to analyze the spread of the original COVID-19 strain and develop a mathematical model to predict the chances of being infected by this disease using a number of variables. This model is based on the mathematical theory of cellular automata, otherwise known as the theory of spread. The research uses real world data of COVID-19 which includes infection rate, death rate, vaccination rate, use of masks, and transmission rates. By using cellular automata, we predict that the more preventative measures an individual puts in place for themselves, the less likely they are to be infected by the …