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Related Concept Videos

Coronavirus01:29

Coronavirus

Coronaviruses, including the severe acute respiratory syndrome coronavirus (SARS-CoV), are enveloped viruses characterized by their single-stranded, positive-sense RNA genome and helical nucleocapsid structure. The hallmark of these viruses is their club-shaped spike (S) glycoproteins that protrude from the viral envelope, facilitating attachment to host cells. Typically, coronaviruses infect the upper respiratory tract, often causing mild or asymptomatic disease. However, certain strains like...
Viral Meningitis01:18

Viral Meningitis

Viral meningitis is the most common form of meningitis and is often referred to as aseptic meningitis to indicate the absence of bacterial involvement. It is generally milder than bacterial meningitis, with symptoms including fever, headache, stiff neck, drowsiness, nausea, photophobia, and vomiting. Rarely, more severe manifestations or death may occur. Common causative agents include enteroviruses, particularly coxsackie A and B viruses and echoviruses, all members of the Enterovirus genus...
Post-traumatic Stress Disorder01:27

Post-traumatic Stress Disorder

Post-traumatic stress disorder (PTSD) is a psychiatric condition that arises following exposure to traumatic events such as natural disasters, forced displacement, or severe accidents. It significantly impairs individuals' ability to cope with daily activities and disrupts their emotional and psychological equilibrium.
Symptoms and Behavioral Manifestations
A spectrum of distressing symptoms characterizes PTSD. Recurrent flashbacks, where individuals involuntarily relive traumatic events, are a...
Atypical Pneumonia01:14

Atypical Pneumonia

Atypical pneumonia, often caused by Mycoplasma pneumoniae, is a form of pulmonary infection that differs from the classical presentation of bacterial pneumonia in both its cause and clinical symptoms. Mycoplasma pneumoniae is a pleomorphic bacterium notable for its lack of a rigid cell wall. This structural characteristic imparts resistance to beta-lactam antibiotics and significantly influences the bacterium’s behavior within the human host.Other pathogens responsible for the disease include...
Contingency Table01:29

Contingency Table

A contingency table provides a way of portraying data that can facilitate calculating probabilities. It is a method of displaying a frequency distribution as a table with rows and columns to show how two variables may be dependent (contingent) upon each other; The table helps determine conditional probabilities quite quickly and can help systematically organize, analyze and quantify data. The table displays sample values concerning two variables that may be dependent or contingent on one...
Vaccinations01:51

Vaccinations

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Related Experiment Video

Updated: Jun 30, 2026

Development of Multiplex Real-Time RT-qPCR Assays for the Detection of SARS-CoV-2, Influenza A/B, and MERS-CoV
03:53

Development of Multiplex Real-Time RT-qPCR Assays for the Detection of SARS-CoV-2, Influenza A/B, and MERS-CoV

Published on: November 10, 2023

How Many Veteran COVID-19 Cases Were There during the Pandemic?

Wathsala N Widanagamaachchi1,2, Ariana R Callahan1,2, Tina M Willson1,2

  • 1Division of Epidemiology, Department of Internal Medicine, Spencer Fox Eccles School of Medicine, University of Utah, Salt Lake City, Utah, USA.

Journal of Medical Virology
|June 29, 2026
PubMed
Summary

This study reveals significantly more COVID-19 cases in U.S. Veterans than officially recorded. Undocumented infections were common, highlighting disparities in case ascertainment among demographic groups.

Keywords:
COVID‐19United Statesbiasincidencepandemicspolicyveterans

Related Experiment Videos

Last Updated: Jun 30, 2026

Development of Multiplex Real-Time RT-qPCR Assays for the Detection of SARS-CoV-2, Influenza A/B, and MERS-CoV
03:53

Development of Multiplex Real-Time RT-qPCR Assays for the Detection of SARS-CoV-2, Influenza A/B, and MERS-CoV

Published on: November 10, 2023

Area of Science:

  • Epidemiology
  • Public Health
  • Veterans Health

Background:

  • The COVID-19 pandemic has had a profound impact on public health globally.
  • Accurate estimation of disease incidence is crucial for effective public health response.
  • U.S. Veterans represent a unique population with specific healthcare utilization patterns.

Purpose of the Study:

  • To estimate the incidence of symptomatic COVID-19 cases, both documented and undocumented, among U.S. Veterans.
  • To analyze demographic variations in COVID-19 incidence and ascertainment bias.
  • To provide a more comprehensive understanding of COVID-19's true burden in the Veteran population.

Main Methods:

  • Utilized a mortality-based estimation approach extended to include excess all-cause deaths.
  • Analyzed a cohort of U.S. Veterans alive as of March 1, 2020.
  • Relaxed assumptions of constant infection fatality rate (IFR) over time and across age groups.
  • Conducted descriptive analyses to identify demographic ascertainment biases.

Main Results:

  • Estimated COVID-19 incidence among Veterans was substantially higher than documented cases in electronic health records.
  • Significant variations in ascertainment biases were observed across different demographic groups.
  • The study identified a considerable number of undocumented symptomatic COVID-19 cases.

Conclusions:

  • Actual COVID-19 case numbers among U.S. Veterans are likely much higher than official records indicate.
  • Documented COVID-19 rates may not be directly comparable across demographic groups or over time due to ascertainment biases.
  • Findings underscore the need for comprehensive surveillance and policy considerations that account for undocumented infections.