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Covid-19 Detection From Chest X-Ray Images Using Cnns Models: Further Evidence From Deep Transfer Learning, Mohamed Samir Boudrioua Jul 2020

Covid-19 Detection From Chest X-Ray Images Using Cnns Models: Further Evidence From Deep Transfer Learning, Mohamed Samir Boudrioua

The University of Louisville Journal of Respiratory Infections

Introduction: The early automatic diagnosis of the novel coronavirus (COVID-19) disease could be very helpful to reduce its spread around the world. In this study, we revisit the identification of COVID-19 from chest X-ray images using deep learning.

Methods: We collected a relatively large COVID-19 dataset—compared with previous studies—containing 309 real COVID-19 chest X-ray images. We also prepared 2,000 chest X-ray images of pneumonia cases and 1,000 images of healthy controls. Deep transfer learning was used to detect abnormalities in our image dataset. We fine-tuned three, pre-trained convolutional neural network (CNN) models on a training dataset: DenseNet 121, NASNetLarge, and …


2020-07-23_Michiganoverview_Covidsymptoms, Michigan Department Of Health & Human Services Jul 2020

2020-07-23_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. Data was compiled by the Michigan Department of Health and Human Services (MDHHS). The information was updated daily.

Syndromic Surveillance System data is obtained from approximately 183 facilities participating in syndromic surveillance (132 Emergency Departments (ED), 51 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, and clinical impression) for fever or …


2020-07-23_Michiganoverview_Covidstats, Michigan Department Of Health & Human Services Jul 2020

2020-07-23_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/0,9753,7-406-98163-520743--,00.html.

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) and rapid virus antigen detection point of care (POC) tests, look for current infection. Serology (antibody) tests are used to look for the possibility of previous infection.
Source: Michigan Disease Surveillance System (MDSS) and Vital Records

The website contained the tables …


2020-07-23_Michiganoverview_Covidlongtermcare, Michigan Department Of Health & Human Services Jul 2020

2020-07-23_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/0,9753,7-406-98163_98173-526911--,00.html.

This report is created by the Michigan Department of Health & Human Services from data self-reported by long-term care facilities into EMResource. Data is updated on an ongoing basis.

The data below represents a cumulative total of confirmed COVID-19 resident cases, cumulative total of suspected and confirmed resident deaths, cumulative total of confirmed COVID-19 staff cases, and cumulative total of suspected and confirmed staff deaths reported by SNFs in Michigan since January 1, 2020. Case numbers are provisional and may change as facilities correct …


2020-07-23_Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services Jul 2020

2020-07-23_Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services

Michigan COVID-19 Hospital Data

The webpage was obtained from Michigan's Coronavirus Cumulative Data page, under the link Data About Places. Data is self-reported by hospitals daily to the EM Resource System per MDHHS Director Robert Gordon's Emergency Order.

Contains the tables Statewide Available Bed Tracking for COVID-19, COVID-19 Metrics, Statewide Available PPE Tracking for COVID-19 (Statewide Available PPE and Bed Tracking), as well as the tables PPE Days On Hand and Patient Census.


2020-07-23_Michigandaily_Covidmap, Michigan Department Of Health & Human Services Jul 2020

2020-07-23_Michigandaily_Covidmap, Michigan Department Of Health & Human Services

Daily Michigan COVID-19 Update

The "WHERE WE STAND WITH COVID-19" map was obtained from Michigan's main COVID-19 page: https://www.michigan.gov/coronavirus. Data was compiled by the Michigan Department of Health and Human Services (MDHHS). The information was updated daily at 3p.m., Monday - Saturday.

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.

The image contained a map, indicating total cases by county, and also provides statistics on Total Confirmed Cases, Total COVID-19 Deaths, Daily Confirmed Cases, and Daily COVID-19 Deaths. There …


Sun Belt Conference Moves Start Competitive Season To Sept. 3, Georgia Southern University Jul 2020

Sun Belt Conference Moves Start Competitive Season To Sept. 3, Georgia Southern University

Athletics: News & Publications

  • Sun Belt Conference Moves Start Competitive Season to Sept. 3


Sars-Cov-2 Reverse Genetics Reveals A Variable Infection Gradient In The Respiratory Tract, Yixuan J. Hou, Kenichi Okuda, Caitlin E. Edwards, David R. Martinez, Takanori Asakura, Kenneth H. Dinnon, Takafumi Kato, Rhianna E. Lee, Boyd L. Yount, Teresa M. Mascenik, Gang Chen, Kenneth N. Olivier, Andrew Ghio, Longping V. Tse, Sarah R. Leist, Lisa E. Gralinski, Alexandra Schäfer, Hong Dang, Rodney Gilmore, Satoko Nakano, Ling Sun, M Leslie Fulcher, Alessandra Livraghi-Butrico, Nathan I. Nicely, Mark Cameron, Cheryl Cameron, David J. Kelvin, Aravinda De Silva, David M. Margolis, Alena Markmann, Luther Bartelt, Ross Zumwalt, Fernando J. Martinez, Steven P. Salvatore, Alain Borczuk, Purushothama R. Tata, Vishwaraj Sontake, Adam Kimple, Ilona Jaspers, Wanda K. O'Neal, Scott H. Randell, Richard C. Boucher, Ralph S. Baric Jul 2020

Sars-Cov-2 Reverse Genetics Reveals A Variable Infection Gradient In The Respiratory Tract, Yixuan J. Hou, Kenichi Okuda, Caitlin E. Edwards, David R. Martinez, Takanori Asakura, Kenneth H. Dinnon, Takafumi Kato, Rhianna E. Lee, Boyd L. Yount, Teresa M. Mascenik, Gang Chen, Kenneth N. Olivier, Andrew Ghio, Longping V. Tse, Sarah R. Leist, Lisa E. Gralinski, Alexandra Schäfer, Hong Dang, Rodney Gilmore, Satoko Nakano, Ling Sun, M Leslie Fulcher, Alessandra Livraghi-Butrico, Nathan I. Nicely, Mark Cameron, Cheryl Cameron, David J. Kelvin, Aravinda De Silva, David M. Margolis, Alena Markmann, Luther Bartelt, Ross Zumwalt, Fernando J. Martinez, Steven P. Salvatore, Alain Borczuk, Purushothama R. Tata, Vishwaraj Sontake, Adam Kimple, Ilona Jaspers, Wanda K. O'Neal, Scott H. Randell, Richard C. Boucher, Ralph S. Baric

Pathology Research and Scholarship

The mode of acquisition and causes for the variable clinical spectrum of coronavirus disease 2019 (COVID-19) remain unknown. We utilized a reverse genetics system to generate a GFP reporter virus to explore severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) pathogenesis and a luciferase reporter virus to demonstrate sera collected from SARS and COVID-19 patients exhibited limited cross-CoV neutralization. High-sensitivity RNA in situ mapping revealed the highest angiotensin-converting enzyme 2 (ACE2) expression in the nose with decreasing expression throughout the lower respiratory tract, paralleled by a striking gradient of SARS-CoV-2 infection in proximal (high) versus distal (low) pulmonary epithelial cultures. COVID-19 …


Covid-19 Surveillance Testing Of Healthcare Personnel Drives Universal Masking Practice, Paul S. Schulz, Ashley M. Wilde, Steve T. Hester, Jim Frazier, Julio A. Ramirez Jul 2020

Covid-19 Surveillance Testing Of Healthcare Personnel Drives Universal Masking Practice, Paul S. Schulz, Ashley M. Wilde, Steve T. Hester, Jim Frazier, Julio A. Ramirez

The University of Louisville Journal of Respiratory Infections

Health care professionals (HCP) are at increased risk of COVID-19 infection due to the unpredictable clinical presentation of COVID-19 disease, limited SARS-CoV-2 testing, personal protective equipment (PPE) shortages, and the inherent inability to distance from patients. Infected HCP may infect others, including coworkers, leading to a simultaneous increase in the number of infections and decrease in the availability of HCP in a community. Due to PPE shortages, many healthcare systems have faced difficult decisions regarding utilization of PPE to protect HCP, patients, and the communities they serve. We describe Norton Healthcare’s success utilizing surveillance COVID-19 testing of HCP to inform …


Why Every Hospital Needs A Covid-19 Clinical Case Review Team, Ashley M. Wilde, Paul Schulz, Brian C. Bohn, Sarah E. Moore, Matthew Song, Clayton J. Patross, Bryan Denham, Jim Frazier, Steve T. Hester, Julio A. Ramirez Jul 2020

Why Every Hospital Needs A Covid-19 Clinical Case Review Team, Ashley M. Wilde, Paul Schulz, Brian C. Bohn, Sarah E. Moore, Matthew Song, Clayton J. Patross, Bryan Denham, Jim Frazier, Steve T. Hester, Julio A. Ramirez

The University of Louisville Journal of Respiratory Infections

A hospital’s response to a global pandemic requires a coordinated effort to provide consistent guidance as information rapidly changes. In the early months of the COVID-19 pandemic, diagnosis and subsequent containment was challenging due to unfamiliarity with disease presentation, unknown reverse transcription-polymerase chain reaction sensitivity, and inconsistent access to testing supplies. A centralized COVID-19 clinical case review team can provide guidance on test interpretation, isolation, resource coordination and more.


The Nurse Practitioner In The Time Of Covid, Julie Marfell, Lynn Kelso Jul 2020

The Nurse Practitioner In The Time Of Covid, Julie Marfell, Lynn Kelso

The University of Louisville Journal of Respiratory Infections

No abstract provided.


An Overview Of Current Clinical Trials Of Agents For The Treatment And Prevention Of Covid-19 In The United States, Kenneth Schot Hannan, William P. Mckinney Jul 2020

An Overview Of Current Clinical Trials Of Agents For The Treatment And Prevention Of Covid-19 In The United States, Kenneth Schot Hannan, William P. Mckinney

The University of Louisville Journal of Respiratory Infections

Introduction: Given the rapid worldwide spread of SARS-CoV-2 and the attendant risks for severe complications and mortality, numerous clinical trials for its treatment and prevention have been generated in a short period. This report focuses on the categories of the wide spectrum of agents being studied in the United States and the intensity of effort involved with each so that clinicians may consider whether suggesting enrollment may be appropriate for their patients.

Methods: A search was completed of the ClinicalTrials.gov database on May 28, 2020, for all such trials underway as of that date in the US. A total 190 …


2020-07-22_Michiganoverview_Covidstats, Michigan Department Of Health & Human Services Jul 2020

2020-07-22_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/0,9753,7-406-98163-520743--,00.html.

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) and rapid virus antigen detection point of care (POC) tests, look for current infection. Serology (antibody) tests are used to look for the possibility of previous infection.
Source: Michigan Disease Surveillance System (MDSS) and Vital Records

The website contained the tables …


2020-07-22_Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services Jul 2020

2020-07-22_Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services

Michigan COVID-19 Hospital Data

The webpage was obtained from Michigan's Coronavirus Cumulative Data page, under the link Data About Places. Data is self-reported by hospitals daily to the EM Resource System per MDHHS Director Robert Gordon's Emergency Order.

Contains the tables Statewide Available Bed Tracking for COVID-19, COVID-19 Metrics, Statewide Available PPE Tracking for COVID-19 (Statewide Available PPE and Bed Tracking), as well as the tables PPE Days On Hand and Patient Census.


2020-07-22_Michigandaily_Covidmap, Michigan Department Of Health & Human Services Jul 2020

2020-07-22_Michigandaily_Covidmap, Michigan Department Of Health & Human Services

Daily Michigan COVID-19 Update

The "WHERE WE STAND WITH COVID-19" map was obtained from Michigan's main COVID-19 page: https://www.michigan.gov/coronavirus. Data was compiled by the Michigan Department of Health and Human Services (MDHHS). The information was updated daily at 3p.m., Monday - Saturday.

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.

The image contained a map, indicating total cases by county, and also provides statistics on Total Confirmed Cases, Total COVID-19 Deaths, Daily Confirmed Cases, and Daily COVID-19 Deaths. There …


2020-07-22_Michiganoverview_Covidlongtermcare, Michigan Department Of Health & Human Services Jul 2020

2020-07-22_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/0,9753,7-406-98163_98173-526911--,00.html.

This report is created by the Michigan Department of Health & Human Services from data self-reported by long-term care facilities into EMResource. Data is updated on an ongoing basis.

The data below represents a cumulative total of confirmed COVID-19 resident cases, cumulative total of suspected and confirmed resident deaths, cumulative total of confirmed COVID-19 staff cases, and cumulative total of suspected and confirmed staff deaths reported by SNFs in Michigan since January 1, 2020. Case numbers are provisional and may change as facilities correct …


Summer Leadership Experience Introduces Incoming Freshmen To Campus, Office Of University Communications Jul 2020

Summer Leadership Experience Introduces Incoming Freshmen To Campus, Office Of University Communications

Gardner-Webb NewsCenter Archive

The 18 incoming freshmen who recently participated in the Summer Leadership Experience received a glimpse into what the fall semester will be like at Gardner-Webb. Exercising social distancing and wearing face coverings in adherence to coronavirus safety protocols, the students learned various aspects of leadership, and were also introduced to campus life and the surrounding community. The three-day event is coordinated by Micah T. Martin, director of the Center for Personal and Professional Development.


How Other Countries Reopened Schools During The Pandemic – And What The Us Can Learn From Them, Robert W. Spires Jul 2020

How Other Countries Reopened Schools During The Pandemic – And What The Us Can Learn From Them, Robert W. Spires

School of Professional and Continuing Studies Faculty Publications

As American school officials debate when it will be safe for schoolchildren to return to classrooms, looking abroad may offer insights. Nearly every country in the world shuttered their schools early in the COVID-19 pandemic. Many have since sent students back to class, with varying degrees of success.

I am a scholar of comparative international education. For this article, I examined what happened in four countries where K-12 schools either stayed open throughout the pandemic or have resumed in-person instruction, using press reports, national COVID-19 data and academic studies.


Rna-Gps Predicts Sars-Cov-2 Rna Residency To Host Mitochondria And Nucleolus, Kevin E Wu, Furqan M Fazal, Kevin R Parker, James Zou, Howard Y Chang Jul 2020

Rna-Gps Predicts Sars-Cov-2 Rna Residency To Host Mitochondria And Nucleolus, Kevin E Wu, Furqan M Fazal, Kevin R Parker, James Zou, Howard Y Chang

Faculty, Staff and Students Publications

SARS-CoV-2 genomic and subgenomic RNA (sgRNA) transcripts hijack the host cell's machinery. Subcellular localization of its viral RNA could, thus, play important roles in viral replication and host antiviral immune response. We perform computational modeling of SARS-CoV-2 viral RNA subcellular residency across eight subcellular neighborhoods. We compare hundreds of SARS-CoV-2 genomes with the human transcriptome and other coronaviruses. We predict the SARS-CoV-2 RNA genome and sgRNAs to be enriched toward the host mitochondrial matrix and nucleolus, and that the 5' and 3' viral untranslated regions contain the strongest, most distinct localization signals. We interpret the mitochondrial residency signal as an …


2020-07-21_Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services Jul 2020

2020-07-21_Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services

Michigan COVID-19 Hospital Data

The webpage was obtained from Michigan's Coronavirus Cumulative Data page, under the link Data About Places. Data is self-reported by hospitals daily to the EM Resource System per MDHHS Director Robert Gordon's Emergency Order.

Contains the tables Statewide Available Bed Tracking for COVID-19, COVID-19 Metrics, Statewide Available PPE Tracking for COVID-19 (Statewide Available PPE and Bed Tracking), as well as the tables PPE Days On Hand and Patient Census.


Vaccine-Preventable Diseases In The Time Of Covid, Thaddeus Zajdowicz, Margan Zajdowicz Jul 2020

Vaccine-Preventable Diseases In The Time Of Covid, Thaddeus Zajdowicz, Margan Zajdowicz

The University of Louisville Journal of Respiratory Infections

No abstract provided.


2020-07-21_Michiganoverview_Covidsymptoms, Michigan Department Of Health & Human Services Jul 2020

2020-07-21_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. Data was compiled by the Michigan Department of Health and Human Services (MDHHS). The information was updated daily.

Syndromic Surveillance System data is obtained from approximately 183 facilities participating in syndromic surveillance (132 Emergency Departments (ED), 51 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, and clinical impression) for fever or …


2020-07-21_Michigandaily_Covidmap, Michigan Department Of Health & Human Services Jul 2020

2020-07-21_Michigandaily_Covidmap, Michigan Department Of Health & Human Services

Daily Michigan COVID-19 Update

The "WHERE WE STAND WITH COVID-19" map was obtained from Michigan's main COVID-19 page: https://www.michigan.gov/coronavirus. Data was compiled by the Michigan Department of Health and Human Services (MDHHS). The information was updated daily at 3p.m., Monday - Saturday.

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.

The image contained a map, indicating total cases by county, and also provides statistics on Total Confirmed Cases, Total COVID-19 Deaths, Daily Confirmed Cases, and Daily COVID-19 Deaths. There …


2020-07-21_Michiganoverview_Covidlongtermcare, Michigan Department Of Health & Human Services Jul 2020

2020-07-21_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/0,9753,7-406-98163_98173-526911--,00.html.

This report is created by the Michigan Department of Health & Human Services from data self-reported by long-term care facilities into EMResource. Data is updated on an ongoing basis.

The data below represents a cumulative total of confirmed COVID-19 resident cases, cumulative total of suspected and confirmed resident deaths, cumulative total of confirmed COVID-19 staff cases, and cumulative total of suspected and confirmed staff deaths reported by SNFs in Michigan since January 1, 2020. Case numbers are provisional and may change as facilities correct …


2020-07-21_Michiganoverview_Covidstats, Michigan Department Of Health & Human Services Jul 2020

2020-07-21_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/0,9753,7-406-98163-520743--,00.html.

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) and rapid virus antigen detection point of care (POC) tests, look for current infection. Serology (antibody) tests are used to look for the possibility of previous infection.
Source: Michigan Disease Surveillance System (MDSS) and Vital Records

The website contained the tables …


K-12 Education Recommendations For Municipality Of Anchorage, Elizabeth Snyder, Micah Hahn, Lauren Lessard, Katie Cueva, Lisa Llewellyn Schwarzburg, Laura Grage, Rebecca Wyck, Thomas Hennessy Jul 2020

K-12 Education Recommendations For Municipality Of Anchorage, Elizabeth Snyder, Micah Hahn, Lauren Lessard, Katie Cueva, Lisa Llewellyn Schwarzburg, Laura Grage, Rebecca Wyck, Thomas Hennessy

ISER Reports

No abstract provided.


When A Global Pandemic Gives You Lemons You Dig Deep And Find A Way To Make Lemonade Better, Todd Holm Jul 2020

When A Global Pandemic Gives You Lemons You Dig Deep And Find A Way To Make Lemonade Better, Todd Holm

Speaker & Gavel

So far, the year 2020 has been fraught with obstacles. Australian brush fires burned over 18 million hectares of land, thousands of buildings, and killed hundreds of people. Indonesia, Japan, Puerto Rico, and parts of the continental US saw massive flooding. The Taal Volcano in the Philippines erupted and caused the evacuation of more than 300,000 people. There have been 45 earthquakes over 6 magnitudes in Turkey, The Caribbean, China, Iran, Russia, Philippines, India, and other countries. Algae blooms in Antarctica have caused the snow to turn green, and there are literally swarms of locus in parts India, Asia, and …


Speaker And Gavel Call For Submissions: Forensics Administration And Practice In The Age Of Covid-19, Stephanie Wideman Jul 2020

Speaker And Gavel Call For Submissions: Forensics Administration And Practice In The Age Of Covid-19, Stephanie Wideman

Speaker & Gavel

Speaker and Gavel invites authors to submit manuscripts for an upcoming special edition focused on scholarship, pedagogy, research, competition, and administration in competitive and non-competitive speech and debate practices within and post the global Covid-19 pandemic. We welcome submissions from forensic coaches, communication scholars, and students (undergraduate and graduate).


2020-07-20_Michigandaily_Covidmap, Michigan Department Of Health & Human Services Jul 2020

2020-07-20_Michigandaily_Covidmap, Michigan Department Of Health & Human Services

Daily Michigan COVID-19 Update

The "WHERE WE STAND WITH COVID-19" map was obtained from Michigan's main COVID-19 page: https://www.michigan.gov/coronavirus. Data was compiled by the Michigan Department of Health and Human Services (MDHHS). The information was updated daily at 3p.m., Monday - Saturday.

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.

The image contained a map, indicating total cases by county, and also provides statistics on Total Confirmed Cases, Total COVID-19 Deaths, Daily Confirmed Cases, and Daily COVID-19 Deaths. There …


2020-07-20_Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services Jul 2020

2020-07-20_Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services

Michigan COVID-19 Hospital Data

The webpage was obtained from Michigan's Coronavirus Cumulative Data page, under the link Data About Places. Data is self-reported by hospitals daily to the EM Resource System per MDHHS Director Robert Gordon's Emergency Order.

Contains the tables Statewide Available Bed Tracking for COVID-19, COVID-19 Metrics, Statewide Available PPE Tracking for COVID-19 (Statewide Available PPE and Bed Tracking), as well as the tables PPE Days On Hand and Patient Census.