Research ArticleORIGINAL RESEARCH
Development and Validation of the COVID-NoLab and COVID-SimpleLab Risk Scores for Prognosis in 6 US Health Systems
Mark H. Ebell, Xinyan Cai, Robert Lennon, Derjung M. Tarn, Arch G. Mainous, Aleksandra E. Zgierska, Bruce Barrett, Wen-Jan Tuan, Kevin Maloy, Munish Goyal and Alex Krist
The Journal of the American Board of Family
Medicine February 2021, 34 (Supplement) S127-S135; DOI: https://doi.org/10.3122/jabfm.2021.S1.200464
Mark H. Ebell
From the Department of Epidemiology and Biostatistics, College of Public Health, University of Georgia, Athens (MHE, XC); Department of Family and Community Medicine, Penn State College of Medicine, Hershey (RL); Department of Family Medicine, David Geffen School of Medicine at UCLA, University of California, Los Angeles (DMT); Department of Health Services Research, Management and Policy, University of Florida, Gainesville (AGM); Departments of Public Health Sciences, and Anesthesiology and Perioperative Medicine, Penn State College of Medicine, Hershey (AEZ); Department of Family Medicine and Community Health, University of Wisconsin, Madison (BB, WJT); Department of Emergency Medicine, MedStar Washington Hospital Center, Washington, DC (KM, MG); Department of Family Medicine, Virginia Commonwealth University, Richmond (AK).
MD, MSXinyan Cai
From the Department of Epidemiology and Biostatistics, College of Public Health, University of Georgia, Athens (MHE, XC); Department of Family and Community Medicine, Penn State College of Medicine, Hershey (RL); Department of Family Medicine, David Geffen School of Medicine at UCLA, University of California, Los Angeles (DMT); Department of Health Services Research, Management and Policy, University of Florida, Gainesville (AGM); Departments of Public Health Sciences, and Anesthesiology and Perioperative Medicine, Penn State College of Medicine, Hershey (AEZ); Department of Family Medicine and Community Health, University of Wisconsin, Madison (BB, WJT); Department of Emergency Medicine, MedStar Washington Hospital Center, Washington, DC (KM, MG); Department of Family Medicine, Virginia Commonwealth University, Richmond (AK).
MPHRobert Lennon
From the Department of Epidemiology and Biostatistics, College of Public Health, University of Georgia, Athens (MHE, XC); Department of Family and Community Medicine, Penn State College of Medicine, Hershey (RL); Department of Family Medicine, David Geffen School of Medicine at UCLA, University of California, Los Angeles (DMT); Department of Health Services Research, Management and Policy, University of Florida, Gainesville (AGM); Departments of Public Health Sciences, and Anesthesiology and Perioperative Medicine, Penn State College of Medicine, Hershey (AEZ); Department of Family Medicine and Community Health, University of Wisconsin, Madison (BB, WJT); Department of Emergency Medicine, MedStar Washington Hospital Center, Washington, DC (KM, MG); Department of Family Medicine, Virginia Commonwealth University, Richmond (AK).
MDDerjung M. Tarn
From the Department of Epidemiology and Biostatistics, College of Public Health, University of Georgia, Athens (MHE, XC); Department of Family and Community Medicine, Penn State College of Medicine, Hershey (RL); Department of Family Medicine, David Geffen School of Medicine at UCLA, University of California, Los Angeles (DMT); Department of Health Services Research, Management and Policy, University of Florida, Gainesville (AGM); Departments of Public Health Sciences, and Anesthesiology and Perioperative Medicine, Penn State College of Medicine, Hershey (AEZ); Department of Family Medicine and Community Health, University of Wisconsin, Madison (BB, WJT); Department of Emergency Medicine, MedStar Washington Hospital Center, Washington, DC (KM, MG); Department of Family Medicine, Virginia Commonwealth University, Richmond (AK).
MD, PhDArch G. Mainous III
From the Department of Epidemiology and Biostatistics, College of Public Health, University of Georgia, Athens (MHE, XC); Department of Family and Community Medicine, Penn State College of Medicine, Hershey (RL); Department of Family Medicine, David Geffen School of Medicine at UCLA, University of California, Los Angeles (DMT); Department of Health Services Research, Management and Policy, University of Florida, Gainesville (AGM); Departments of Public Health Sciences, and Anesthesiology and Perioperative Medicine, Penn State College of Medicine, Hershey (AEZ); Department of Family Medicine and Community Health, University of Wisconsin, Madison (BB, WJT); Department of Emergency Medicine, MedStar Washington Hospital Center, Washington, DC (KM, MG); Department of Family Medicine, Virginia Commonwealth University, Richmond (AK).
PhDAleksandra E. Zgierska
From the Department of Epidemiology and Biostatistics, College of Public Health, University of Georgia, Athens (MHE, XC); Department of Family and Community Medicine, Penn State College of Medicine, Hershey (RL); Department of Family Medicine, David Geffen School of Medicine at UCLA, University of California, Los Angeles (DMT); Department of Health Services Research, Management and Policy, University of Florida, Gainesville (AGM); Departments of Public Health Sciences, and Anesthesiology and Perioperative Medicine, Penn State College of Medicine, Hershey (AEZ); Department of Family Medicine and Community Health, University of Wisconsin, Madison (BB, WJT); Department of Emergency Medicine, MedStar Washington Hospital Center, Washington, DC (KM, MG); Department of Family Medicine, Virginia Commonwealth University, Richmond (AK).
MD, PhDBruce Barrett
From the Department of Epidemiology and Biostatistics, College of Public Health, University of Georgia, Athens (MHE, XC); Department of Family and Community Medicine, Penn State College of Medicine, Hershey (RL); Department of Family Medicine, David Geffen School of Medicine at UCLA, University of California, Los Angeles (DMT); Department of Health Services Research, Management and Policy, University of Florida, Gainesville (AGM); Departments of Public Health Sciences, and Anesthesiology and Perioperative Medicine, Penn State College of Medicine, Hershey (AEZ); Department of Family Medicine and Community Health, University of Wisconsin, Madison (BB, WJT); Department of Emergency Medicine, MedStar Washington Hospital Center, Washington, DC (KM, MG); Department of Family Medicine, Virginia Commonwealth University, Richmond (AK).
MD, PhDWen-Jan Tuan
From the Department of Epidemiology and Biostatistics, College of Public Health, University of Georgia, Athens (MHE, XC); Department of Family and Community Medicine, Penn State College of Medicine, Hershey (RL); Department of Family Medicine, David Geffen School of Medicine at UCLA, University of California, Los Angeles (DMT); Department of Health Services Research, Management and Policy, University of Florida, Gainesville (AGM); Departments of Public Health Sciences, and Anesthesiology and Perioperative Medicine, Penn State College of Medicine, Hershey (AEZ); Department of Family Medicine and Community Health, University of Wisconsin, Madison (BB, WJT); Department of Emergency Medicine, MedStar Washington Hospital Center, Washington, DC (KM, MG); Department of Family Medicine, Virginia Commonwealth University, Richmond (AK).
DHA, MS, MPHKevin Maloy
From the Department of Epidemiology and Biostatistics, College of Public Health, University of Georgia, Athens (MHE, XC); Department of Family and Community Medicine, Penn State College of Medicine, Hershey (RL); Department of Family Medicine, David Geffen School of Medicine at UCLA, University of California, Los Angeles (DMT); Department of Health Services Research, Management and Policy, University of Florida, Gainesville (AGM); Departments of Public Health Sciences, and Anesthesiology and Perioperative Medicine, Penn State College of Medicine, Hershey (AEZ); Department of Family Medicine and Community Health, University of Wisconsin, Madison (BB, WJT); Department of Emergency Medicine, MedStar Washington Hospital Center, Washington, DC (KM, MG); Department of Family Medicine, Virginia Commonwealth University, Richmond (AK).
MDMunish Goyal
From the Department of Epidemiology and Biostatistics, College of Public Health, University of Georgia, Athens (MHE, XC); Department of Family and Community Medicine, Penn State College of Medicine, Hershey (RL); Department of Family Medicine, David Geffen School of Medicine at UCLA, University of California, Los Angeles (DMT); Department of Health Services Research, Management and Policy, University of Florida, Gainesville (AGM); Departments of Public Health Sciences, and Anesthesiology and Perioperative Medicine, Penn State College of Medicine, Hershey (AEZ); Department of Family Medicine and Community Health, University of Wisconsin, Madison (BB, WJT); Department of Emergency Medicine, MedStar Washington Hospital Center, Washington, DC (KM, MG); Department of Family Medicine, Virginia Commonwealth University, Richmond (AK).
MDAlex Krist
From the Department of Epidemiology and Biostatistics, College of Public Health, University of Georgia, Athens (MHE, XC); Department of Family and Community Medicine, Penn State College of Medicine, Hershey (RL); Department of Family Medicine, David Geffen School of Medicine at UCLA, University of California, Los Angeles (DMT); Department of Health Services Research, Management and Policy, University of Florida, Gainesville (AGM); Departments of Public Health Sciences, and Anesthesiology and Perioperative Medicine, Penn State College of Medicine, Hershey (AEZ); Department of Family Medicine and Community Health, University of Wisconsin, Madison (BB, WJT); Department of Emergency Medicine, MedStar Washington Hospital Center, Washington, DC (KM, MG); Department of Family Medicine, Virginia Commonwealth University, Richmond (AK).
MD, MPH![Loading Loading](https://www.jabfm.org/sites/all/modules/contrib/panels_ajax_tab/images/loading.gif)
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In this issue
The Journal of the American Board of Family
Medicine
Vol. 34, Issue Supplement
February 2021
Development and Validation of the COVID-NoLab and COVID-SimpleLab Risk Scores for Prognosis in 6 US Health Systems
Mark H. Ebell, Xinyan Cai, Robert Lennon, Derjung M. Tarn, Arch G. Mainous, Aleksandra E. Zgierska, Bruce Barrett, Wen-Jan Tuan, Kevin Maloy, Munish Goyal, Alex Krist
The Journal of the American Board of Family
Medicine Feb 2021, 34 (Supplement) S127-S135; DOI: 10.3122/jabfm.2021.S1.200464
Development and Validation of the COVID-NoLab and COVID-SimpleLab Risk Scores for Prognosis in 6 US Health Systems
Mark H. Ebell, Xinyan Cai, Robert Lennon, Derjung M. Tarn, Arch G. Mainous, Aleksandra E. Zgierska, Bruce Barrett, Wen-Jan Tuan, Kevin Maloy, Munish Goyal, Alex Krist
The Journal of the American Board of Family
Medicine Feb 2021, 34 (Supplement) S127-S135; DOI: 10.3122/jabfm.2021.S1.200464
Jump to section
- Article
- Abstract
- Introduction
- Methods and Materials
- Results
- Discussion
- Conclusion
- Appendix 1. Full List of Requested Clinical Variables; Predictor Variables only Included if Ordered Within 24 Hours of Admission
- Appendix 2. This Summarizes the Receiver Operating Characteristic (ROC) Curves and Calibration Plots for Each Model.
- Appendix 3. Additional Model Using Clinical Variables and Complete Blood Count Only.
- Notes
- References
- Figures & Data
- References
- Info & Metrics
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