The case for C19 being widespread

GDoc version

Epistemic status: very, very uncertain. Please continue following official advice like social distancing etc.

I’ve seen all the previous discussions (including in this thread and on Tyler Cowen’s blog, but remain unconvinced]


A preprint from 2403 by Gupta et al. at Oxford[1] suggests that the current data on C19 is consistent with both:

  • Few infections, low infectiousness (r0), and high infection fatality rate (IFR)

  • Widespread actual (asymptomatic) infections, high r0 and low IFR

For instance, the authors suggest that if the IFR is low and C19 is very infectious, it is possible that by 1903, 36%-68% of the UK population would have already been infected with C19. The ongoing epidemics in the UK and Italy started at least a month before the first reported death.

This study has been criticized, but scientists agree that serological assays will show whether this hypothesis is true.[2], [3]

Here I make the strongest possible case that C19 is widespread, r0 is underestimated and IFR is low.

I base this on the following:

  • Much C19 transmission might be asymptomatic[4] and presymptomatic.[5],[6]

  • Tim Spector, professor of genetic epidemiology a King’s College London, finds that

    • 10% of 650,000 UK users of their C19 symptom tracker app showed mild symptoms. Thus 6.5m people in UK are infected, not taking into account asymptomatic cases

  • A preprint from 2603 by epidemiologists Gutierrez et al.[7], Professor and Chair of Mathematics at University of Texas at San Antonio (Google Scholar Profile) suggests

    • An R0 between 5.5 and 25.4[8], if you account for asymptomatic spread. In this scenario, the peak of symptomatic infections is reached in 36 days with approximately 9.5% of the entire population showing symptoms.

    • The authors argue that it’s unlikely for a pathogen to blanket the planet in three months with an R0= ~3 and that it has to be more contagious than measles, which has an R0 of 18.

  • A preprint from 1303 by Chowell et al., Professor & Chair—Georgia State University School of Public Health suggesting (GScholar profile first author who has written 2 paperson the Diamond Princess, senior author quoted in the NYT) suggests that

    • r0=5.20 (95%CrI: 5.04-5.47)

    • IFR=0.12% (95%CrI: 0.08-0.17%), several orders of magnitude smaller than the crude CFR estimated at 4.19%.[9]

    • ~20% of the all people in Wuhan were infected on Jan 23rd (~2 million infections)

  • A preprint from 2403 by French epidemiologists[10] (Google Scholar profile) suggesting:

    • “The actual infections France is probably much higher than the observations: we find here a factor ×15 (95%-CI: 4 − 33), which leads to a 5.2/​1000 mortality rate (95%-CI: 1.5/​1000 − 11.7/​1000) at the end of the observation period. We find a R0 of 4.8, a high value which may be linked to the long viral shedding period of 20 days r0=4.8”

  • Oxford University Evidence Service meta-analysis suggests that as of 2203 that the IFR=~0.29% (95% CI, 0.25 to 0.33).[11] Widespread testing (which isn’t random) in Iceland suggests an even lower IFR.

  • A British Medical Journal editorial from 2003 arguing that C19 fatality is likely overestimated [12]

  • The Imperial study is based on “thousands of lines of undocumented C [code] from 13+ years ago to model flu pandemics”[13]

  • Dengue tests react to C19 and many could be false positives according to a Lancet paper[14]

    • Dengue fever crisis grips Latin America | News

    • Through the week ending March 13, Paraguay has reported 203,922 total dengue fever cases, including 51 deaths. This compares to 669 dengue cases reported during the same period in 2019.”[15]

    • Singapore which is said to have very good containment of C19, reports a recent dengue outbreak (4000 cases) doubled from previous year[16]

    • There were a few dengue in Australia and Florida where it is unusual[17]

  • High proportion of special populations are infected (celebrities, athletes and politicians).[18] For instance, very many Iranian politicians have C19.[19] This suggests that if the whole population had access to frequent tests like those special groups would have, then we would see many more cases. Fatalities are also very high amongst people with very high age and many comorbidities, suggesting that there are many asymptomatic infections amongst the young.

  • C19 has been detected in wastewater in the Netherlands. If the test is not very sensitive, this would suggest C19 is widespread.

  • PCR test have a high false negative rate

    • They can only detect the virus for ~1 week

    • Difficulties in False Negative Diagnosis of Coronavirus Disease 2019: A Case Report. Note that this was a highly symptomatic person.

    • One person had persistent negative swab, but tested positive through fecal samples.[21]

    • “If the samples are not correctly stored and handled, the test may not work. There has also been some discussion about whether doctors testing the back of the throat are looking in the wrong place. This is a deep lung infection rather one in the nose and throat.”[22]

    • 71% accurate the first time people are tested. The other 29%, the test showed negative even though they really had it.[23]

  • Infections in China might be underestimated because:

[1] Lourenco J, Paton R, Ghafari M, et al. Fundamental principles of epidemic spread highlight the immediate need for large-scale serological surveys to assess the stage of the SARS-COV-2 epidemic. https://​​​​s/​​oxmu2rwsnhi9j9c/​​Draft-COVID-19-Model%20%2813%29.pdf

[2] “Covid-19: experts question analysis suggesting half … - The BMJ.” https://​​​​content/​​368/​​bmj.m1216.full.pdf. Accessed 25 Mar. 2020.

[3] “expert reaction to unpublished paper modelling what ….” 25 Mar. 2020, https://​​​​expert-reaction-to-unpublished-paper-modelling-what-percentage-of-the-uk-population-may-have-been-exposed-to-covid-19/​​. Accessed 25 Mar. 2020.

[4] “Presumed Asymptomatic Carrier Transmission of COVID-19 ….” 21 Feb. 2020, https://​​​​journals/​​jama/​​fullarticle/​​2762028. Accessed 18 Mar. 2020.

[5] “Potential Presymptomatic Transmission of SARS-CoV … - NCBI.” https://​​​​pubmed/​​32091386. Accessed 18 Mar. 2020.

[6] “Transmission interval estimates suggest pre-symptomatic ….” 6 Mar. 2020, https://​​​​content/​​10.1101/​​2020.03.03.20029983v1. Accessed 18 Mar. 2020.

[7] “Investigating the Impact of Asymptomatic Carriers on COVID ….” 20 Mar. 2020, https://​​​​content/​​10.1101/​​2020.03.18.20037994v1. Accessed 25 Mar. 2020.

[8] Investigating the Impact of Asymptomatic Carriers on COVID-19 Transmission

[9] “Early epidemiological assessment of the transmission ….” 13 Mar. 2020, https://​​​​content/​​10.1101/​​2020.02.12.20022434v2. Accessed 25 Mar. 2020.

[10] “Mechanistic-statistical SIR modelling for early estimation of the ….” 24 Mar. 2020, https://​​​​content/​​10.1101/​​2020.03.22.20040915v1. Accessed 27 Mar. 2020.

[11] “Global Covid-19 Case Fatality Rates—CEBM.” 17 Mar. 2020, https://​​​​archives/​​covid-19/​​global-covid-19-case-fatality-rates. Accessed 27 Mar. 2020.

[12] “Covid-19 fatality is likely overestimated | The BMJ.” 20 Mar. 2020, https://​​​​content/​​368/​​bmj.m1113. Accessed 27 Mar. 2020.

[13] “neil_ferguson on Twitter: “I’m conscious that lots of people ….” 22 Mar. 2020, https://​​​​neil_ferguson/​​status/​​1241835454707699713. Accessed 27 Mar. 2020.

[14] “Covert COVID-19 and false-positive dengue … - The Lancet.” https://​​​​journals/​​laninf/​​article/​​PIIS1473-3099(20)30158-4/​​fulltext. Accessed 27 Mar. 2020.

[15] “Dengue outbreak in Paraguay: More than 200K cases ….” 24 Mar. 2020, http://​​​​dengue-outbreak-in-paraguay-more-than-200k-cases-reported-to-date-57202/​​. Accessed 27 Mar. 2020.

[16] “Dengue infections hit 4000, doubling from same period last year.” 22 Mar. 2020, https://​​​​singapore/​​dengue-infections-hit-4000-doubling-from-same-period-last-year. Accessed 27 Mar. 2020.

[17] “Dengue cases in Townsville could potentially be ruled … - ABC.” 27 Mar. 2020, https://​​​​news/​​2020-03-27/​​dengue-cases-in-townsville-could-potentially-be-ruled-outbreak/​​12096104. Accessed 27 Mar. 2020.

[18] “Celebrities, Athletes and Politicians With Coronavirus ….” https://​​​​article/​​coronavirus-celebrities-actors-politicians.html. Accessed 27 Mar. 2020.

[19] “Iran’s Coronavirus Problem Is a Lot Worse Than It Seems ….” 9 Mar. 2020, https://​​​​ideas/​​archive/​​2020/​​03/​​irans-coronavirus-problem-lot-worse-it-seems/​​607663/​​. Accessed 27 Mar. 2020.

[20] “Novel coronavirus found in wastewater | RIVM.” 24 Mar. 2020, https://​​​​node/​​153991. Accessed 26 Mar. 2020.

[21] “COVID-19 Disease With Positive Fecal and Negative ….” https://​​​​ajg/​​Citation/​​publishahead/​​COVID_19_Disease_With_Positive_Fecal_and_Negative.99371.aspx. Accessed 26 Mar. 2020.

[22] “Are coronavirus tests flawed? - BBC News.” 13 Feb. 2020, https://​​​​news/​​health-51491763. Accessed 26 Mar. 2020.

[23] Modes of contact and risk of transmission in COVID-19 among close contacts

[24] “Life after lockdown: has China really beaten coronavirus ….” 23 Mar. 2020, https://​​​​world/​​2020/​​mar/​​23/​​life-after-lockdown-has-china-really-beaten-coronavirus. Accessed 26 Mar. 2020.

[25] “How China’s Coronavirus Incompetence Endangered the World.” 15 Feb. 2020, https://​​​​2020/​​02/​​15/​​coronavirus-xi-jinping-chinas-incompetence-endangered-the-world/​​. Accessed 27 Mar. 2020.

[26] “Eighty percent of coronavirus tests ‘donated’ by China to ….” 25 Mar. 2020, https://​​​​washington-secrets/​​80-of-virus-tests-donated-by-china-to-czechs-are-faulty. Accessed 27 Mar. 2020.