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COVID-19

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Full-Text Articles in Entire DC Network

Impact Of Covid-19 On Aviation-Wildlife Strikes Across Europe, Isabel C. Metz, Marta Giordano, Dionysios Ntampakis, Marianna Moira, Anneke Hamann, Rosanne Blijleven, Jürgen J. Ebert, Alessandro Montemaggiori Jan 2022

Impact Of Covid-19 On Aviation-Wildlife Strikes Across Europe, Isabel C. Metz, Marta Giordano, Dionysios Ntampakis, Marianna Moira, Anneke Hamann, Rosanne Blijleven, Jürgen J. Ebert, Alessandro Montemaggiori

Human–Wildlife Interactions

Collisions between aircraft and wildlife (i.e., wildlife strikes) pose a serious threat toward the safety of aircraft, its crew, and passengers. The effects of COVID-19 related travel restrictions on wildlife strikes are unknown. With this study, we aim to address this information gap by assessing the changes of wildlife hazard management performance across European airports during the lockdown period (e.g., period of reduced operations and borders closure in spring 2020). We also sought to raise awareness of the importance of wildlife strike prevention in times of reduced operations. The objective of our study was to compare wildlife strike data before …


Exploring The Special Education Classroom Context And Experiences Before And During Covid-19, Claire E. Smith Jan 2022

Exploring The Special Education Classroom Context And Experiences Before And During Covid-19, Claire E. Smith

Masters Theses

During the last two and half years, school districts and special education programs have experienced a situation that turned the world of education upside down: the COVID-19 pandemic. Due to the pandemic, teachers, administration, families, and students had to maneuver a new way of education and achieving student success with different learning modalities, such as remote learning. This thesis focuses on a functional life skills classroom and how the context of the classroom changed after the start of the COVID-19 pandemic using autoethnographic methods. This paper was written to display how students in special education and their teachers adapted to …


The Chemistry Laboratory Experience Of El Camino Students While In Emergency Remote Teaching Due To The Covid-19 Pandemic, Shaun A. Cook Jan 2022

The Chemistry Laboratory Experience Of El Camino Students While In Emergency Remote Teaching Due To The Covid-19 Pandemic, Shaun A. Cook

Theses and Dissertations

Future college environments, including those in chemistry, will entail flexible formats. The pandemic spurred appreciation of the need, and though it has largely passed, adaptability to multiple formats in the future has been a critical part of planning for a rapidly changing future. Experiences during the pandemic will guide pedagogical changes and practices in the future. At El Camino College in Southern California, the chemistry department provided varied laboratory instruction to students during Emergency Remote Teaching. Understanding the experience students had during this extraordinary time is essential. Students who took courses that had an online laboratory course completed a mixed-methods …


Disaster Vulnerability, Lisa Grow, Brigham Daniels, Douglas M. Spencer, Chantel Sloan, Natalie Blades, Teresa Gomez Jan 2022

Disaster Vulnerability, Lisa Grow, Brigham Daniels, Douglas M. Spencer, Chantel Sloan, Natalie Blades, Teresa Gomez

Publications

Vulnerability drives disaster law, yet the literature lacks both an overarching analysis of the different aspects of vulnerability and a nuanced examination of the factors that shape disaster outcomes. Though central to disaster law and policy, vulnerability often lurks in the shadows of a disaster, evident only once the worst is past and the bodies have been counted. The COVID-19 pandemic is a notable exception to this historical pattern: from the beginning of the pandemic, it has been clear that the virus poses different risks to different people, depending on vulnerability variables. This most recent pandemic experience thus provides a …


Essential But Ignored: Covid-19 Litigation And The Meatpacking Industry, Alexia Brunet Marks Jan 2022

Essential But Ignored: Covid-19 Litigation And The Meatpacking Industry, Alexia Brunet Marks

Publications

The spread of the novel coronavirus SARS-CoV-2 (COVID-19) among meatpacking employees forced closures and slowdowns at many plants across the United States. As the meatpacking giants JBS, Smithfield, and Tyson became hotbeds for COVID-19, national meat production plummeted. To forestall further supply chain disruptions, former President Trump passed an Executive Order compelling plants to continue operating as “essential businesses.” As work continued, employees reported that social distancing and mask-wearing were not being enforced, managers were pressuring sick employees to work and not revealing co-worker’s infections, and an overall lack of Personal Protective Equipment (PPE) or training to reduce the risk …


Modeling And Visualization Of Long-Term Public Opinion On Covid-19 Vaccine, Ashiqur Rahman Jan 2022

Modeling And Visualization Of Long-Term Public Opinion On Covid-19 Vaccine, Ashiqur Rahman

Graduate Research Theses & Dissertations

The coronavirus pandemic created significant dependence on social media. While the social web was crucial in spreading timely information and informing the public, misinformation has also spread with little to no oversight. Several works have focused on identifying misinformation and topic analysis in COVID-19 (SARS-COV-2) tweets. While most of the previous studies focus on a shorter time frame, we analyzed a larger dataset starting from the beginning of the pandemic until the end of December 2021. Our work focuses on a novel area that identifies the motivating and demotivating topics of COVID-19 vaccination and analyzes these topics based on time, …


Knowledge, Attitude And Practice Related To Covid-19 Among People- A Descriptive Survey, Pramilaa R Jan 2022

Knowledge, Attitude And Practice Related To Covid-19 Among People- A Descriptive Survey, Pramilaa R

Manipal Journal of Nursing and Health Sciences

Introduction: Corona virus can be deemed as one of the rapidly spreading viral infections. More than 200 countries in less than four months were infected. Findings of a study proved that insight of people in the community is remarkable to render care during pandemics. Characteristics that influence the people to adhere with sound healthy practices and desirable behaviors can be acquired by examining the level of awareness related to COVID-19 among people. Objectives: The objectives of the study were to assess knowledge, attitude and practice related to COVID-19 among people; correlate the knowledge, attitude and practice scores related to COVID-19 …


Yoke Between Covid-19 Infection And Cardiovascular Diseases: Evidence Briefing From Indian Studies, Melita Sheilini Jan 2022

Yoke Between Covid-19 Infection And Cardiovascular Diseases: Evidence Briefing From Indian Studies, Melita Sheilini

Manipal Journal of Nursing and Health Sciences

Abstract:

Globally, Cardio[ES[M1] [m2] vascular diseases (CVDs) are of major concern. The current pandemic situation of COVID 19 infection has further hiked the burden of cardiovascular problems.

Since India has a large number of cases with cardiovascular problems the interlink between the COVID 19 infection and CVD has greatly challenged the field of medicine.[ES[M3] [m4] Also, the surge in COVID-19 cases in India hampered the regular follow-up of individuals with cardiovascular problems resulting in people seeking health care services only when the health condition gets deteriorated and in need of emergency medical aid. The main reason for this …


Unexpected And Usual Breaks' Impact On Body Composition In College Athletes, Aston Dommel Jan 2022

Unexpected And Usual Breaks' Impact On Body Composition In College Athletes, Aston Dommel

All ETDs from UAB

Body composition is an important factor that determines athletic performance. At the elite level, margins of victory are narrow, with small changes in performance making the difference between victory and defeat. Changes in body composition affect performance, in both improvements and decrements. Athletes regularly experience breaks from structured activity and resources caused by expected circumstances (school breaks, off-season) and unexpected circumstances (injury, COVID-19). Due to differences in diet, physical activity, and other factors, breaks may cause changes in body composition that can hinder or help the athlete upon return to structured resources. Currently, there is a plethora of cross-sectional research …


Data Analytics For Crisis Management: A Case Study Of Sharing Economy Services In The Covid-19 Pandemic, Bahri Haciibrahimoglu Jan 2022

Data Analytics For Crisis Management: A Case Study Of Sharing Economy Services In The Covid-19 Pandemic, Bahri Haciibrahimoglu

Selected Full Text Dissertations, 2011-

This dissertation study aims to analyze the role of data-driven decision-making in sharing economy during the COVID-19 pandemic as a crisis management tool. In the twenty-first century, when applying analytical tools has become an essential component of business decision-making, including operations on crisis management, data analytics is an emerging field. To carry out corporate strategies, data-driven decision-making is seen as a crucial component of business operations. Data analytics can be applied to benefit-cost evaluations, strategy planning, client engagement, and service quality. Data forecasting can also be used to keep an eye on business operations and foresee potential risks. Risk Management …


Association Between Regional Covid-19 Vaccine Hesitancy And Reported Positive Covid-19 Cases In The Southern United States, Orielle Caudle Jan 2022

Association Between Regional Covid-19 Vaccine Hesitancy And Reported Positive Covid-19 Cases In The Southern United States, Orielle Caudle

All ETDs from UAB

The use of vaccinations has been shown to be beneficial in pandemics in the past, and in some cases, it has led to elimination of a particular disease (i.e. polio). The COVID-19 vaccination can also serve the same purpose, however, vaccine hesitancy within specific regions of the country may prevent and/or dilute the effectiveness of the vaccine. Vaccine hesitancy can be defined as a delay in acceptance, or refusal despite the availability of vaccine services. Southern regions have consistently had the lower vaccination rates compared to its other regional counterparts, even as the pandemic progressed and death rates increased over …


Covid-19 And Csr Disclosure: Evidence From New Zealand, Stephen Bahadar, Rashid Zaman Jan 2022

Covid-19 And Csr Disclosure: Evidence From New Zealand, Stephen Bahadar, Rashid Zaman

Research outputs 2022 to 2026

Purpose – Stakeholders’ uncertainty about firms’ value drives their urge to get information, as well as managerial disclosure choices. In this study, the authors examine whether and how an important source of uncertainty – the recent COVID-19 pandemic’s effect on corporate social responsibility (CSR) disclosure – is beyond managerial and stakeholders’ control. Design/methodology/approach – The authors develop a novel construct for daily CSR disclosure by employing computer-aided text analysis (CATA) on the press releases issued by 125 New Zealand Stock Exchange (NZX) listed from 28 February 2020 to 31 December 2020. To capture COVID-19 intensity, the authors use the growth …


Covid-19 Ethical Decisions Encountered By Healthcare Professionals In Southwest Ohio, Joshua Lader Jan 2022

Covid-19 Ethical Decisions Encountered By Healthcare Professionals In Southwest Ohio, Joshua Lader

Walden Dissertations and Doctoral Studies

The COVID-19 coronavirus has wreaked havoc on the world and medical community. Treating individuals during a worldwide pandemic is nothing short of heroic. With limited supplies and treatment options, healthcare professionals were forced to make ethical considerations when treating patients with COVID-19. The pandemic exposed stress in the healthcare system, leading to difficult ethical decisions such as providing access or denying access to treatment. Knowing these ethical considerations can assist healthcare professionals with practical policies for future pandemics. The key research question in this study explored how healthcare professionals in Southwest Ohio made ethical decisions related to who and how …


Effects Of Covid-19 On Maternal And Child Health In Haiti, Abbi M. Lee Jan 2022

Effects Of Covid-19 On Maternal And Child Health In Haiti, Abbi M. Lee

Walden Dissertations and Doctoral Studies

Haiti has a history of natural disasters that have played a part in the country’s weak infrastructure, poor quality health care, and short life expectancy. The purpose of this qualitative case study was to understand the experiences of health care professionals providing prenatal, perinatal, and postpartum health care services before and during the COVID-19 pandemic in Haiti to gain an understanding of the gaps in disaster response in reproductive health care. The theoretical bases for this study were community resilience theory and reproductive justice theory. Data were collected from interviews with 10 health care professionals working in Haiti providing reproductive …


Environmental Health Responses To Covid 19 In Western Australia: Lessons For The Future, Jacques Oosthuizen, Melissa Stoneham, Toni Hannelly, Edmore Masaka, Giverny Dodds, Victor Andrich Jan 2022

Environmental Health Responses To Covid 19 In Western Australia: Lessons For The Future, Jacques Oosthuizen, Melissa Stoneham, Toni Hannelly, Edmore Masaka, Giverny Dodds, Victor Andrich

Research outputs 2022 to 2026

The COVID-19 pandemic tested the health system of Western Australia (WA) and the relatively new overarching legislative framework that guided the state-wide public health response to the pandemic. This study aimed to evaluate the experiences and roles of environmental health officers (EHOs) in WA during the management of COVID-19 and to identify any policy changes that are needed to facilitate the rapid deployment of EHOs during a future public health crisis. An online survey with 78 respondents was administered and analysis was both qualitative and quantitative. It was found that participants believed there was inadequate resourcing, workforce shortages, increased workloads, …


Indigenous Online Creative Responses To The Covid-19 Pandemic Lockdown In Western Australia, Amy Budrikis, Clint Bracknell Jan 2022

Indigenous Online Creative Responses To The Covid-19 Pandemic Lockdown In Western Australia, Amy Budrikis, Clint Bracknell

Research outputs 2022 to 2026

In response to the worldwide COVID-19 pandemic in 2020, many communities of endangered Indigenous languages have utilised digital technologies and created online language resources with renewed motivation. In this article we explore the ways that Noongar community members have shifted, adapted and persisted in creating new language revitalisation resources for their endangered Aboriginal language, describing three case studies of video content created and shared online through social media as localised responses to the pressing need for easily produced, accessible and engaging online approaches to support Indigenous communities and their languages.


Why Conflict Between International Economic And Rights-Based Governance Is Inevitable, Desiree Leclercq Jan 2022

Why Conflict Between International Economic And Rights-Based Governance Is Inevitable, Desiree Leclercq

Scholarly Works

International organizations mandated to govern social rights are colliding with international organizations mandated to govern economic development. While disagreeing with the nature of fragmentation and conflict across international organizations, legal and social science scholars offer various proposals to unify global governance. Those proposals assume that unification will come naturally. That assumption is wrong.
/="/">
/="/">The distinct legal instruments that govern and control international organizations render conflict inevitable and unification improbable. By closely examining the pandemic-related activities carried out by the International Labor Organization, the World Bank, and the International Monetary Fund in the same 41 countries, the implications of …


The World Health Organization, The Trump Administration, American Public Opinion, And China: A Principal-Agent Problem, Megan Patrice Larson Jan 2022

The World Health Organization, The Trump Administration, American Public Opinion, And China: A Principal-Agent Problem, Megan Patrice Larson

Master's Theses

Why did the United States perceive the World Health Organization as ineffective during the COVID-19 pandemic? To answer this question, this research delves into current principal-agent model literature to reproduce mechanisms present by the WHO and the United States. Current research fails to explain the WHO's effectiveness. By borrowing from realist theory and political psychology and analyzing various declarations made by the United States, this analysis found preliminary evidence that the idea of WHO's ineffectiveness was primarily shaped by the Trump Administration and American public opinion. Moreover, because of the disinformation and misinformation spread by the Trump Administration, the WHO …


Assessing Medical Discrimination, Mistrust, And Healthcare Engagement As Predictors Of Covid-19 Vaccination Among Transgender And Gender Diverse Individuals, Shelby A. Smout Jan 2022

Assessing Medical Discrimination, Mistrust, And Healthcare Engagement As Predictors Of Covid-19 Vaccination Among Transgender And Gender Diverse Individuals, Shelby A. Smout

Theses and Dissertations

As of March 11th 2020, the World Health Organization (WHO) declared COVID-19 a global pandemic. Early studies conducted among LGBT+ communities indicated that individuals of color and transgender individuals were more likely to express hesitation towards a possible COVID-19 vaccine. Such hesitation can be explained by historical medical mistreatment of people of color and LGBT+ communities which contributes to higher medical mistrust within these populations. The present study assessed vaccination behaviors among a sample of transgender and gender diverse individuals (N=385) and results indicated an association amongst experiences of discrimination in healthcare, medical mistrust, COVID-19 mistrust, barriers to vaccination, …


An Analysis Of The Special Focus Facility Program And Nursing Home Quality, Annie S. Rhodes Jan 2022

An Analysis Of The Special Focus Facility Program And Nursing Home Quality, Annie S. Rhodes

Theses and Dissertations

The Special Focus Facility Program is an intensive program meant to rapidly support 88 of the lowest quality nursing homes in the United States, as determined by the Five-Star Quality Ranking system. There are also 435 facility candidates which are similarly low performing but not enrolled in the program. Academic literature has largely ignored this program, and the existing grey literature is more than a decade old and does not include COVID-19 data. Applying a political economy of aging framework and using a case matching methodology, Special Focus Facilities (SFF), Special Focus Facility Candidate (SFFc) nursing homes, and 5-star nursing …


The Efficacy Of Anakinra Compared To Standard Care Of Treatment For Covid-19: A Metaanalysis, Hamna Malik, Hira Bint Abdul Jabbar, Farah Latif, Azza Sarfraz, Zouina Sarfraz, Muzna Sarfraz Jan 2022

The Efficacy Of Anakinra Compared To Standard Care Of Treatment For Covid-19: A Metaanalysis, Hamna Malik, Hira Bint Abdul Jabbar, Farah Latif, Azza Sarfraz, Zouina Sarfraz, Muzna Sarfraz

Turkish Journal of Medical Sciences

Background/aim: As SARS-CoV-2 continues to spread worldwide, this study brings to light the link that anakinra, a recombinant IL-1 receptor antagonist, has in averting grave clinical outcomes. The objectives of this meta-analysis are to investigate the effects of anakinra in interventional groups compared to control/standard of care groups on mortality along with the provision of a prevalence estimate of the variables associated with death (C-reactive protein-CRP, ferritin, acute respiratory distress syndrome-ARDS). Materials and methods: According to the PRISMA 2020 statement guidelines, a systematic search was conducted from December 19, 2020, until December 10, 2021, with keywords including COVID-19, coronavirus, SARS-CoV-2, …


Love Outside Margins: Mental Health And Marginalization In Intercultural And Monocultural Couples, Tara Masseratagah Jan 2022

Love Outside Margins: Mental Health And Marginalization In Intercultural And Monocultural Couples, Tara Masseratagah

Antioch University Dissertations & Theses

As the number of intercultural couples increases in North America, the impact of perceived marginalization of these relationships on the mental health of individuals is an area that requires continued clinical understanding. This quantitative study sought to explore how anxiety and depression levels in intercultural and monocultural couples are associated with levels of perceived marginalization. Qualitative follow-up questions were used to understand the varying reasons for marginalization and support between couples. One hundred twenty-four individual participants in romantic relationships took part in this study; of this, 64 were in monocultural relationships and 60 were in intercultural relationships. This study found …


Exo-Sir: An Epidemiological Model To Analyze The Impact Of Exogenous Spread Of Infection, Nirmal Kumar Sivaraman, Manas Gaur, Shivansh Baijal, Sakthi Balan Muthiah, Amit Sheth Jan 2022

Exo-Sir: An Epidemiological Model To Analyze The Impact Of Exogenous Spread Of Infection, Nirmal Kumar Sivaraman, Manas Gaur, Shivansh Baijal, Sakthi Balan Muthiah, Amit Sheth

Publications

Epidemics like Covid-19 and Ebola have impacted people's lives significantly. The impact of mobility of people across the countries or states in the spread of epidemics has been significant. The spread of disease due to factors local to the population under consideration is termed the endogenous spread. The spread due to external factors like migration, mobility, etc. is called the exogenous spread. In this paper, we introduce the Exo-SIR model, an extension of the popular SIR model and a few variants of the model. The novelty in our model is that it captures both the exogenous and endogenous spread of …


Wise Causal Models: Wisdom Infused Semantics Enhanced Causal Models - A Study In Suicidality Diagnosis, Kaushik Roy, Yuxin Zi, Vignesh Narayanan, Manas Gaur, Sanjay Chandrasekar, Amit Sheth Jan 2022

Wise Causal Models: Wisdom Infused Semantics Enhanced Causal Models - A Study In Suicidality Diagnosis, Kaushik Roy, Yuxin Zi, Vignesh Narayanan, Manas Gaur, Sanjay Chandrasekar, Amit Sheth

Publications

The COVID-19 Pandemic has highlighted the gap between the number of mental health care seekers and care providers. Netizens have taken to internet-based platforms such as Reddit to express their experiences. Mental illness diagnosis processes have clinically accepted causal interpretations and semantics. Curiously, mental illness diagnosis accuracy is low relative to similar well-studied illnesses. Motivated by this discrepancy, we propose Wisdom Infused Semantics Enhanced (WISE) causal models, inspired by the wisdom of the crowd idea that learns from a collective agreement among causal models and their semantics for mental illness diagnoses. We use suicidality diagnosis task descriptions, datasets, and baseline …


A Virtual Camp For Adolescents With Developmental Disabilities During The Covid-19 Pandemic: Changes In Physical Activity, Function, And Psychosocial Health, Sarah Creveling Jan 2022

A Virtual Camp For Adolescents With Developmental Disabilities During The Covid-19 Pandemic: Changes In Physical Activity, Function, And Psychosocial Health, Sarah Creveling

College of Graduate Studies: Theses & Dissertations

Adolescents with developmental disabilities (DD) have low levels of physical activity (PA), are more likely to be overweight or obese, and are at an increased risk of developing secondary conditions compared to their typically developing peers. Participation in PA has been linked to a myriad of benefits including improvements in psychosocial health, decreased risk of developing secondary conditions, and opportunities for socialization. Summer camps provide opportunities for adolescents with DD to participate in meaningful activities while being physically active during the summer months when school is out and there is a change in routines, skill and learning loss is a …


Social Media Use And Loneliness During The Covid-19 Pandemic, Katelyn Hughes Jan 2022

Social Media Use And Loneliness During The Covid-19 Pandemic, Katelyn Hughes

College of Graduate Studies: Theses & Dissertations

Social media has played a prominent role in society as a safe way of communicating and connecting with friends, family, and others during the time of the COVID-19 pandemic of 2020. This study examined the general use of social media over the time of the COVID-19 pandemic and correlations with levels of loneliness, depression, anxiety, and stress in comparison to how people felt about their social media use before the pandemic. This study collected self-reported introspection on social media use during the pandemic and before the pandemic from Georgia Southern University students to compare if there are less feelings of …


What Covid-19 Laid Bare: Adventures In Workers’ Compensation Causation, Michael C. Duff Jan 2022

What Covid-19 Laid Bare: Adventures In Workers’ Compensation Causation, Michael C. Duff

All Faculty Scholarship

This essay performs a close analysis of workers’ compensation coverage of COVID-19 and arrives at the conclusion that it should not be “impossible” to prove in a legal sense that an employee’s COVID-19 was caused by work. Scientific proof is not the same as legal proof: workers’ compensation law has never required that claims must be supported by irrefutable scientific proof of workplace causation. Yet repeatedly one heard this suggestion during public discussion on workers’ compensation coverage of employees.

Still, there is good evidence that even when workers’ compensation undisputedly covers work-related disease employers seldom pay benefits (and states do …


Kentucky Agricultural Education Teachers’ Perceived Barriers Of Delivering Instruction Through Internet-Based Distance Learning Amid The Covid-19 Pandemic, Jeci Crane-Bohannon Jan 2022

Kentucky Agricultural Education Teachers’ Perceived Barriers Of Delivering Instruction Through Internet-Based Distance Learning Amid The Covid-19 Pandemic, Jeci Crane-Bohannon

Murray State Theses and Dissertations

In the spring of 2020, the COVID-19 pandemic brought about a multitude of challenges around the world. Mass closures of public places seemed to happen overnight and instantaneously. Essential workers kept the world afloat to the best of their abilities, but the harsh reality quickly settled in that education was not considered essential in the view of a worldwide pandemic. Educators worked continue the education of their pupils while trying to minimize movement and limit social gatherings leaving schools around the world reeling to find their ground in an abrupt switch from in-person learning to internet-based, distance education. Globally, the …


Spartan Face Mask Detection And Facial Recognition System, Ziwei Song, Kristie Nguyen, Tien Nguyen, Catherine Cho, Jerry Gao Jan 2022

Spartan Face Mask Detection And Facial Recognition System, Ziwei Song, Kristie Nguyen, Tien Nguyen, Catherine Cho, Jerry Gao

Faculty Research, Scholarly, and Creative Activity

According to the World Health Organization (WHO), wearing a face mask is one of the most effective protections from airborne infectious diseases such as COVID-19. Since the spread of COVID-19, infected countries have been enforcing strict mask regulation for indoor businesses and public spaces. While wearing a mask is a requirement, the position and type of the mask should also be considered in order to increase the effectiveness of face masks, especially at specific public locations. However, this makes it difficult for conventional facial recognition technology to identify individuals for security checks. To solve this problem, the Spartan Face Detection …


Prediction Of Length Of Stay In The Emergency Department For Covid-19 Patients: A Machine Learning Approach, Egbe Etu Etu, Leslie Monplaisir, Suzan Arslanturk, Sara Masoud, Celestine Aguwa, Ihor Markevych, Joseph Miller Jan 2022

Prediction Of Length Of Stay In The Emergency Department For Covid-19 Patients: A Machine Learning Approach, Egbe Etu Etu, Leslie Monplaisir, Suzan Arslanturk, Sara Masoud, Celestine Aguwa, Ihor Markevych, Joseph Miller

Faculty Research, Scholarly, and Creative Activity

The coronavirus disease (COVID-19) outbreak has become a global public health threat. The influx of COVID-19 patients has prolonged the length of stay (LOS) in the emergency department (ED) in the United States. Our objective is to develop a reliable prediction model for COVID-19 patient ED LOS and identify clinical factors, such as age and comorbidities, associated with LOS within a '4-hour target.' Data were collected from an urban, demographically diverse hospital in Detroit for all COVID-19 patients' ED presentations from March 16 to December 29, 2020. We trained four machine learning models, namely logistic regression (LR), gradient boosting (GB), …