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Full-Text Articles in Public Health

Understanding Public Emergency Preparedness Before And During The Coronavirus Outbreak: Implications For Effective Public Health And Risk Communication., Raphael Adjetey Fumey May 2022

Understanding Public Emergency Preparedness Before And During The Coronavirus Outbreak: Implications For Effective Public Health And Risk Communication., Raphael Adjetey Fumey

Electronic Theses and Dissertations

The COVID-19 pandemic has resulted in a dramatic loss of human lives globally and presents an unprecedented challenge to public health, the world of work, and our food systems. The social and economic disruption caused by the COVID-19 pandemic is devastating, putting several millions of people at risk of falling into extreme poverty, with over 500 million people being undernourished. It is evident from the data on COVID-19 cases, deaths, and hospitalizations that the United States is the worse hit country, which can be attributed to the lack of preparedness at the individual, environmental, and government levels. This study applied …


Adapting Psychological First Aid For Healthcare Workers Fighting Covid-19 At An Academic Medical Center And Partner Institutions, Erika M. Rajo, Nathan H. Brown, Sandy B. Hyatt, Marisa L. Whitley May 2022

Adapting Psychological First Aid For Healthcare Workers Fighting Covid-19 At An Academic Medical Center And Partner Institutions, Erika M. Rajo, Nathan H. Brown, Sandy B. Hyatt, Marisa L. Whitley

Journal of the Louisiana Public Health Association

Background: The COVID-19 pandemic has led to psychological distress and burnout among some healthcare workers. The purpose of this commentary article was to share lessons learned from the design and implementation of a virtual Psychological First Aid (PFA) intervention for healthcare workers affected by the pandemic. Method: Virtual PFA intervention opportunities were offered by an Academic Medical Center and Level 1 Trauma Center in New Orleans. A total of 105 healthcare workers utilized this intervention. Results: Descriptive analysis of this preliminary data indicates that participants perceived groups to be supportive and effective, but groups were infrequently attended after the first …


An Application Of Matrices To The Spread Of The Covid 19, Selena Suarez May 2022

An Application Of Matrices To The Spread Of The Covid 19, Selena Suarez

Theses and Dissertations

We represented a restaurant seating arrangement using matrices by using 0 entry for someone without covid and 1 entry for someone with covid. Using the matrices we found the best seating arrangements to lessen the spread of covid. We also investigated if there was a factor needed to create a formula that could calculate the matrix that shows who would be affected with covid with each seating arrangement. However, there did not seem to be a clear pattern within the factors. Aside from covid applications, we also investigated the symmetries in seating arrangements and the possible combinations with these arrangements …


Pandemic And Substance Use: A Cross-Sectional Analysis, Vanessa E. Ermilio May 2022

Pandemic And Substance Use: A Cross-Sectional Analysis, Vanessa E. Ermilio

Electronic Theses, Projects, and Dissertations

Background: The COVID-19 Pandemic called individuals to stay at home which may have impacted individuals to become not only physically, but socially isolated as well. With social isolation, comes an increase in mental health complications which may lead to an increase in substance use. The purpose of this study was to evaluate the potential association between COVID-19 social isolation and substance use among college students.

Method: The present study’s data was collected from a public, four-year university located in Southern California. The survey was disseminated through instructors at the university and students were incentivized with extra course credit to participate. …


Pandemic-Related Caregiver Burden Among Public Health Workforce: A Mixed-Method Analysis, Tony Lee May 2022

Pandemic-Related Caregiver Burden Among Public Health Workforce: A Mixed-Method Analysis, Tony Lee

Electronic Theses, Projects, and Dissertations

Coronavirus Disease 2019 (COVID-19), caused by a highly contagious novel virus called SARS-CoV-2, has led to significant global morbidity and mortality. The healthcare workforce (HCW) is disproportionately impacted by the COVID-19 pandemic and is more likely to report depression, burnout, moral injury, compassion fatigue, and post-traumatic stress. However, research among the public health workforce (PHW) remains limited. Given the burden of COVID-19 itself, coupled with the work-related pressure of rapid pandemic management strategies, risk of exposure, potential fatigue, etc., understanding the mental health needs of PHW and related professionals is critical. As such, the purpose of this study is to …


J Mich Dent Assoc May 2022 May 2022

J Mich Dent Assoc May 2022

The Journal of the Michigan Dental Association

Monthly, The Journal of the Michigan Dental Association brings news, information, and feature articles to our state's oral health community and the MDA's 6,200+ members. No publication reaches more Michigan dentists!

In this May 2022 issue, the reader will find the following original content:

  • A feature on “Periodontal Disease and COVID-19"
  • A cover feature introducing Dr. Vince Benivegna 2022-23 MDA President
  • A 10-Minute EBD: “Charcoal Toothpastes Pose Risks with Few Benefits”
  • A Professional Ethics article on “How Can Our Office be More Inclusive of Transgender Patients”
  • News you need: an Editorial, a profile on Dr. Jessica Rikert, recipient of the …


Factors Associated With Telemedicine Usage And Acceptance Pre- And Since Covid-19, Shivangi Sinha May 2022

Factors Associated With Telemedicine Usage And Acceptance Pre- And Since Covid-19, Shivangi Sinha

Calvert Undergraduate Research Awards

The COVID-19 pandemic has acted as a catalyst for telemedicine uptake among healthcare providers and patients. Prior research rarely has examined the lack of patient uptake of telemedicine. Known systemic barriers to accessing telemedicine in the U.S. before the COVID-19 pandemic may play a large role in its uptake. The purpose of this study is to assess the factors associated with the usage and acceptance of telemedicine pre- and since the COVID-19 pandemic. In this cross-sectional study, data was collected from persons residing within the U.S. who are 18 years of age or older using an online survey. Using an …


Six Feet Apart: Relational Turbulence Theory And Coping With Covid-19 Within Long-Distance Relationships, Mia Waymack May 2022

Six Feet Apart: Relational Turbulence Theory And Coping With Covid-19 Within Long-Distance Relationships, Mia Waymack

Graduate Theses and Dissertations

Among research that currently exists, no studies thus far combine elements of COVID-19, long-distance relationships, and Relational Turbulence Theory to explain how each of these elements impacts the others, if at all. Previous research does exist on each of these elements individually, although research regarding the long-term effects of COVID-19 on relationships is minimal considering the pandemic is ongoing. Long-distance relationships have been studied using Relational Turbulence Theory in previous studies within military relationships but have not been studied in connection with either COVID-19 or among college students. This study was conducted by way of qualitative, one-on-one interviews to determine …


A Global Experiment On Motivating Social Distancing During The Covid-19 Pandemic, Nicole Legate, Thuy-Vy Nguyen, Andree Hartanto May 2022

A Global Experiment On Motivating Social Distancing During The Covid-19 Pandemic, Nicole Legate, Thuy-Vy Nguyen, Andree Hartanto

Research Collection School of Social Sciences

Finding communication strategies that effectively motivate social distancing continues to be a global public health priority during the COVID-19 pandemic. This cross-country, preregistered experiment (n = 25,718 from 89 countries) tested hypotheses concerning generalizable positive and negative outcomes of social distancing messages that promoted personal agency and reflective choices (i.e., an autonomy-supportive message) or were restrictive and shaming (i.e., a controlling message) compared with no message at all. Results partially supported experimental hypotheses in that the controlling message increased controlled motivation (a poorly internalized form of motivation relying on shame, guilt, and fear of social consequences) relative to no message. …


Manual Therapy For Patients With Radiation-Associated Trismus After Head And Neck Cancer, Holly Mcmillan, Carly E A Barbon, Richard Cardoso, Abigail Sedory, Sheila Buoy, Christine Porsche, Kiara Savage, Lauren Mayo, Katherine A Hutcheson May 2022

Manual Therapy For Patients With Radiation-Associated Trismus After Head And Neck Cancer, Holly Mcmillan, Carly E A Barbon, Richard Cardoso, Abigail Sedory, Sheila Buoy, Christine Porsche, Kiara Savage, Lauren Mayo, Katherine A Hutcheson

Faculty, Staff and Student Publications

IMPORTANCE: Trismus is highly prevalent in head and neck cancer (HNC) survivorship. Current standards for trismus treatment include various stretch-based exercise protocols as a primary and single treatment modality with limited evidence regarding the role of manual therapy (MT) for this indication.

OBJECTIVE: To assess the effect size and associations of response to MT to increase oral opening in the setting of radiation-associated trismus.

DESIGN, SETTING, AND PARTICIPANTS: This retrospective case series was conducted at the University of Texas MD Anderson Cancer Center between 2016 and March 2020 (before COVID-19 interruption) and included 49 disease-free survivors of HNC who were …


A Systematic Literature Review Of The Use Of Technology As An Emergency Preparedness Tool To Control And Contain The Covid-19 Pandemic, Alyssa Spartz May 2022

A Systematic Literature Review Of The Use Of Technology As An Emergency Preparedness Tool To Control And Contain The Covid-19 Pandemic, Alyssa Spartz

Capstone Experience: Master of Public Health

Various tools and strategies have been utilized in response to the COVID-19 pandemic. In addition to preexisting measures, novel mechanisms and methods have also been developed since the COVID-19 pandemic began to address several different needs worldwide. Technology, for example, has served as a unique and multifunctional tool to aid with controlling and containing the pandemic. While studies and reviews have been conducted to analyze specific types of technology, such as digital applications, a gap in the literature currently exists that fails to comprehensively understand and compare how multiple types of technology were implemented to address the COVID-19 pandemic. This …


Sexual Health Services During The Covid-19 Pandemic, Thomas C. Roland May 2022

Sexual Health Services During The Covid-19 Pandemic, Thomas C. Roland

Electronic Theses, Projects, and Dissertations

Background: The COVID-19 pandemic created a unique situation for healthcare providers worldwide. The highly infectious nature of the COVID-19 virus required many countries to impose strict lockdowns and limit access to select health services such as sexual health services. The present study was designed to explore the role of the COVID-19 pandemic on healthcare services, specifically sexual health services.

Methods: A cross- sectional study design was selected to evaluate the burden of the pandemic on sexual health services. Participants responses were obtained anonymously using an online survey. Data was analyzed through descriptive statistics and bivariate analyses using IBM SPSS version …


Pandemic And Sleep Health: A Cross-Sectional Analysis Among College Students, Jasmine Mitchell May 2022

Pandemic And Sleep Health: A Cross-Sectional Analysis Among College Students, Jasmine Mitchell

Electronic Theses, Projects, and Dissertations

Background: The purpose of this study seeks to address sleep health among college students during the COVID-19 pandemic.

Methods: The study used a cross-sectional design. Data in this study were collected from college students through a virtual survey at a public university in Southern California. Data was collected with SPSS version 28 to conduct crosstabs and chi-square, as well as descriptive statistics.

Results: The study presented key findings that call attention to college students and poor sleep health. Results showed most of the participants (62.8%) reported getting less than 7 hours of sleep on an average school night. 45.7% of …


Emotional Eating Among Final Year Undergraduate Female Students Of Faculty Of Public Health Universitas Indonesia During Covid-19 Pandemic In 2021, Adinda Safira Salsabiela, Wahyu Kurnia Yusrin Putra Apr 2022

Emotional Eating Among Final Year Undergraduate Female Students Of Faculty Of Public Health Universitas Indonesia During Covid-19 Pandemic In 2021, Adinda Safira Salsabiela, Wahyu Kurnia Yusrin Putra

Indonesian Journal of Public Health Nutrition (IJPHN)

Emotional eating is defined as the tendency to excessively consuming food which often high in sugar, salt, and fat levels in response to negative emotions. Uncontrolled emotional eating will increase the risk of eating disorders such as bulimia nervosa and binge-eating disorder, obesity, cardiovascular diseases, and type II diabetes. This study aims to find out about the relationship between perceived stress, anxiety, academic stressors, social media engagement, COVID-19 infection history in respondent and their family members, and mindfulness with emotional eating among 106 final year undergraduate female students of the Faculty of Public Health Universitas Indonesia during the COVID-19 pandemic …


2022-04-29 Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services Apr 2022

2022-04-29 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.


Examining Social Determinants Of Health During A Pandemic: Clinical Application Of Z Codes Before And During Covid-19, Xueying Yang Ph.D., Brooks Yelton, Shujie Chen, Jiajia Zhang Ph.D., Bankole Olatosi Ph.D., Shan Qiao Ph.D., Xiaoming Li Ph.D., Daniela B. Friedman Ph.D. Apr 2022

Examining Social Determinants Of Health During A Pandemic: Clinical Application Of Z Codes Before And During Covid-19, Xueying Yang Ph.D., Brooks Yelton, Shujie Chen, Jiajia Zhang Ph.D., Bankole Olatosi Ph.D., Shan Qiao Ph.D., Xiaoming Li Ph.D., Daniela B. Friedman Ph.D.

Faculty Publications

Recognition of the impact of social determinants of health (SDoH) on healthcare outcomes, healthcare service utilization, and population health has prompted a global shift in focus to patient social needs and lived experiences in assessment and treatment. The International Classification of Diseases, 10th Revision, Clinical Modification (ICD-10-CM) provides a list of non-billable “Z codes” specific to SDoH for use in electronic health records. Using population-level analysis, this study aims to examine clinical application of Z codes in South Carolina before and during the COVID-19 pandemic. The study population consists of South Carolina residents who had a healthcare visit and had …


The Value Of Education: School Policy Decisions During The Covid-19 Pandemic, Elika W. Somani Apr 2022

The Value Of Education: School Policy Decisions During The Covid-19 Pandemic, Elika W. Somani

Individually Designed Interdepartmental Major Honors Project

During the COVID-19 pandemic, lacking national U.S. policies, wide variation and conflict over chosen public school policy decisions emerged. What factors and guidelines informed the decision-making process in K-12 public schools during the COVID-19 pandemic and who were the key stakeholders? This study examines three school district types – a large city, medium city, and small-town – across Minnesota as case studies to unpack how policy decisions were made during the pandemic. Stakeholder interviews uncovered that the school decision-making process was a) connected to a district's political opinions, b) made by the superintendent and school board, c) primarily influenced by …


Covid-19 Case Complicated With Organizing Pneumonia And Pneumothorax: A Case Report, Tammy E. Phillips, Hammad A. Bhatti, Minh Q. Ho Apr 2022

Covid-19 Case Complicated With Organizing Pneumonia And Pneumothorax: A Case Report, Tammy E. Phillips, Hammad A. Bhatti, Minh Q. Ho

The University of Louisville Journal of Respiratory Infections

Organizing pneumonia can be idiopathic or caused by multiple etiologies, including viral or bacterial pneumonia, drugs, and autoimmune disorders. It can rarely lead to cyst formation and pneumothorax with the exact mechanism remaining unclear. This case presents a previously healthy 50-year-old male who contracted COVID-19 with subsequent development of organizing pneumonia and pneumothorax. Patients presenting with hypoxic respiratory failure due to COVID-19 should be screened for organizing pneumonia upon discharge. This case also illustrates the importance of following such patients radiologically to monitor interstitial lung disease and consider pneumothorax for patients re-presenting with acute symptoms.


The Role Of Socio-Cultural Perspectives And Vaccine Misinformation On The Intention To Receive Covid-19 Vaccination In A Selected Sample Of Georgia Southern Students, Alyssa G. Love-Archey Apr 2022

The Role Of Socio-Cultural Perspectives And Vaccine Misinformation On The Intention To Receive Covid-19 Vaccination In A Selected Sample Of Georgia Southern Students, Alyssa G. Love-Archey

Honors College Theses

The purpose of the study was to explore sociocultural influences on the intention to receive the Covid-19 vaccination and to measure which sociocultural factor had the greater influence: misinformation about the vaccine or specific cultural beliefs (religion and/or cultural practices) on vaccine intent in Georgia Southern students. An anonymous, exploratory survey was utilized to collect information on these constructs in two selected groups of students: those who had been vaccinated prior to taking the survey and those who had not been vaccinated prior to taking the survey. Subjects of the study were undergraduate, master’s degree, and doctoral students of the …


Perceived Roles, Benefits And Barriers Of Virtual Global Health Partnership Initiatives: A Cross-Sectional Exploratory Study, Lisa Umphrey, George Paasi, William Windsor, Grace Abongo, Jessica Evert, Heather Haq, Elizabeth M Keating, Suet Kam Lam, Megan S Mchenry, Carolyne Ndila, Charles Nwobu, Amy Rule, Reena P Tam, Daniel Olson, Peter Olupot-Olupot Apr 2022

Perceived Roles, Benefits And Barriers Of Virtual Global Health Partnership Initiatives: A Cross-Sectional Exploratory Study, Lisa Umphrey, George Paasi, William Windsor, Grace Abongo, Jessica Evert, Heather Haq, Elizabeth M Keating, Suet Kam Lam, Megan S Mchenry, Carolyne Ndila, Charles Nwobu, Amy Rule, Reena P Tam, Daniel Olson, Peter Olupot-Olupot

Faculty, Staff and Students Publications

BACKGROUND: Virtual global health partnership initiatives (VGHPIs) evolved rapidly during the COVID-19 pandemic to ensure partnership continuity. However the current landscape for VGHPI use and preference is unknown. This study aimed to increase understanding of GH partners' perspectives on VGHPIs.

METHODS: From 15 October to 30 November 2020, An online, international survey was conducted using snowball sampling to document pandemic-related changes in partnership activities, preferences for VGHPIs, and perceived acceptability and barriers. The survey underwent iterative development within a diverse author group, representing academic and clinical institutions, and the non-profit sector. Participants from their professional global health networks were invited, …


Understanding Patient Experiences Before And During The Covid-19 Pandemic: A Quasi-Experimental Comparison Of In-Person And Virtual Cancer Care, Linda Watson, Claire Link, Siwei Qi, Eclair Photitai, Lindsi Chmielewski, Diane Fode, Andrea Deiure Apr 2022

Understanding Patient Experiences Before And During The Covid-19 Pandemic: A Quasi-Experimental Comparison Of In-Person And Virtual Cancer Care, Linda Watson, Claire Link, Siwei Qi, Eclair Photitai, Lindsi Chmielewski, Diane Fode, Andrea Deiure

Patient Experience Journal

The COVID-19 pandemic prompted the immediate widespread implementation of virtual care appointments in Cancer Care Alberta (CCA). This study aimed to compare patient experiences and satisfaction with in-person care provided prior to the pandemic and virtual care provided after the COVID-19 outbreak. Surveys were conducted to compare patient satisfaction, using the Your Voice Matters (YVM) experience survey, between patients in the pre-pandemic in-person (baseline) and post-outbreak (virtual) cohorts. Generalized Linear Models (GLMs) with an ordinal logistic link were used, adjusting for self-reported health status and other covariates, to investigate the association between cohort type and patient satisfaction. Despite having higher …


An Exploration Of Psychological Trauma And Positive Adaptation In Adults With Congenital Heart Disease During The Covid-19 Pandemic, Liza Morton Dr, Calum Calderwood, Nicola Cogan, Claire Murphy, Evan Nix, Jacek Kolacz Dr Apr 2022

An Exploration Of Psychological Trauma And Positive Adaptation In Adults With Congenital Heart Disease During The Covid-19 Pandemic, Liza Morton Dr, Calum Calderwood, Nicola Cogan, Claire Murphy, Evan Nix, Jacek Kolacz Dr

Patient Experience Journal

The growing population of adults with congenital heart disease (CHD) often have lifelong experience of dealing with potentially traumatic health crises and medical uncertainty whilst facing increased vulnerability to post-traumatic stress disorder (PTSD). The COVID-19 pandemic presents additional challenges for this population including increased risk of health complications, shielding and strict social distancing, changes to medical care provision and social stigma. Despite such challenges, adults with CHD have the potential to also experience positive changes, yet little is known as to what helps cultivate positive adaptation and post-traumatic growth (PTG) within this context. The current study comprised a cross-sectional, anonymous, …


2022-04-27 Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services Apr 2022

2022-04-27 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.


2022-04-27_Michiganoverview_Covidvaccinestats, Michigan Department Of Health & Human Services Apr 2022

2022-04-27_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, …


2022-04-27_Michiganoverview_Covidstats, Michigan Department Of Health & Human Services Apr 2022

2022-04-27_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) …


Emerging Viral Diseases: Generation Z'S Outlook, Ian Mcwhorter Apr 2022

Emerging Viral Diseases: Generation Z'S Outlook, Ian Mcwhorter

Honors Projects

Generation Z differs notably from previous generations like Baby Boomers or Generation X. In recent years, young adults have been persisting through the COVID-19 pandemic, though not unscathed. This paper seeks to answer the following question: How does Generation Z differ in its outlook on Viral diseases compared to previous generations? Using a series of three surveys conducted on three seperate Viral diseases (HIV, Zika, and COVID 19), it was found that while Generation Z has improved in its ability to combat Viral outbreaks due to factors like high digital literacy, other factors such as poorer mental health show that …


2022-04-26_Michiganoverview_Covidlongtermcare, Michigan Department Of Health & Human Services Apr 2022

2022-04-26_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 …


2022-04-25 Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services Apr 2022

2022-04-25 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.


Covid‑19 Vaccine Distribution: Exploring Strategic Alternatives For The Greater Good, Arben Asllani, Silvana Trimi Apr 2022

Covid‑19 Vaccine Distribution: Exploring Strategic Alternatives For The Greater Good, Arben Asllani, Silvana Trimi

Department of Supply Chain Management and Analytics: Faculty Publications

The dire state of the COVID-19 pandemic crisis symbolized the urgency for efficient distribution and administration of vaccines to combat the virus as the most urgent public health service. This paper presents a prototype multi-criteria decision support model based on goal programming that can effectively support vaccination plans for the greater good of society. The optimization goals of the model include minimizing the number of fatalities and risk of spreading the disease, while complying with government health agency’s priority guidelines for vaccination. This study applied the model to a real-world dataset to demonstrate how it can be effectively applied as …


2022-04-24_Michiganoverview_Covidsymptoms, Michigan Department Of Health & Human Services Apr 2022

2022-04-24_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, …