Cited by 36COVID-19 epidemiological studiesCOVID-19 Clinical Research StudiesSARS-CoV-2 and COVID-19 Research

Infection fatality ratio and case fatality ratio of COVID-19

Open access
Luo, Guangze, Zhang, Xingyue, Zheng, Hua, He, Daihai·2021·International Journal of Infectious Diseases

Abstract

The infection fatality ratio (IFR) is the risk of death per infection and is one of the most important epidemiological parameters. Enormous efforts have been undertaken to estimate the IFR for COVID-19. This study examined the pros and cons of several approaches. It is found that the frequently used approaches using serological survey results as the denominator and the number of confirmed deaths as the numerator underestimated the true IFR. The most typical examples are South Africa and Peru (before official correction), where the confirmed deaths are one-third of the excess deaths. We argue that the RT-PCR-based case fatality ratio (CFR) is a reliable indicator of the lethality of COVID-19 in locations where testing is extensive. An accurate IFR is crucial for policymaking and public-risk perception.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1016/j.ijid.2021.10.004

Cites

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Published estimates of CFR suggest high severity, with more than 10% of cases being fatal, which is one order of magnitude higher than that estimated for SARS-CoV-2 (CFR up to approximately 2% for the most severe variants) or pandemic influenza virus (CFR up to approximately 1-3% for the 1918 influenza pandemic).

    “Published estimates of CFR suggest high severity, with more than 10% of cases being fatal, which is one order of magnitude higher than that estimated for SARS-CoV-2 (CFR up to approximately 2% for the most severe variants 112,119 ) or pandemic influenza virus (CFR up to approximately 1-3% for the 1918 influenza pandemic 120 ).”

    From Severe acute respiratory syndrome (SARS) mathematical models and disease parameters: a systematic review (2025) · cites this paper as [119]

    The Results for selected RT-PCR data report COVID-19 case-fatality estimates reaching about 2% in selected locations. The paper does not attribute that upper value to the most severe SARS-CoV-2 variants; its estimates are bounded by location and testing conditions, not variant severity. The citation is attached to the SARS-CoV-2 comparison, not the 1918 influenza estimate. (LLM, conf=0.86)

    Experimental — accuracy not yet measured

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

The citation lists haven’t been fetched yet

References 16 · Cited by 36

Research works printed but not linked: 1

  1. Levin Andrew T. Hanage William P. Owusu-Boaitey Nana Cochran Kensington B. Walsh Seamus P. Meyerowitz-Katz Gideon Assessing the age specificity of infection fatality rates for COVID-19: systematic review, meta-analysis, and public policy implications European journal of epidemiology 35 2020 1123 1138 33289900 PMC7721859

Authors
Luo, G., Zhang, X., Zheng, H., & He, D.
Affiliations
  • Hong Kong Polytechnic University (HK)
  • Shaanxi Normal University (CN)
Corresponding author
  • Luo, Guangze
  • Zhang, Xingyue
  • Zheng, Hua
  • He, Daihai
Venue
International Journal of Infectious Diseases
Publisher
Elsevier BV
Published
2021-12
Volume
113
Pages
43-46
ISSN
1201-9712 (ISSN-L)
OpenAlex
W3205738665
Cited by
36
References
16
Citations by year
2025: 2 · 2024: 5 · 2023: 12 · 2022: 17
FWCI
3.28
Type
journal article
Language
en
Open access
Locations
  • International Journal of Infectious Diseases (publishedVersion, cc-by-nc-nd)
  • Europe PMC (PubMed Central) (publishedVersion)
  • PubMed Central (publishedVersion)
  • PubMed (publishedVersion)
  • PolyU Institutional Research Archive (Hong Kong Polytechnic University) (submittedVersion, cc-by-nc-nd)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Funders
  • National Natural Science Foundation of China (11905120, 11947416)
  • Research Grants Council, University Grants Committee (HKU C7123-20G)
Topics
  • Physical Sciences › Mathematics › Modeling and Simulation › COVID-19 epidemiological studies
  • Health Sciences › Medicine › Infectious Diseases › COVID-19 Clinical Research Studies
  • Health Sciences › Medicine › Infectious Diseases › SARS-CoV-2 and COVID-19 Research
Keywords
COVID-19 pandemic, infection fatality rate, case fatality rate, excess mortality, serological survey, RT-PCR testing, mortality underestimation, South Africa, Peru, public health policy
MeSH terms
COVID-19, SARS-CoV-2, Humans, Peru, South Africa

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review