EDT, S. K. O. 7/7/20 at 9:23 A. (2020, July 7). Coronavirus kills more in Florida, Texas in one month than 20 years of hurricanes. Newsweek. https://www.newsweek.com/coronavirus-kills-more-florida-texas-one-month-20-years-hurricanes-1515911

Miller, J. G., Chahal, R., Kirshenbaum, J. S., Ho, T. C., Gifuni, A. J., & Gotlib, I. (2020). Heart Rate Variability Moderates the Link Between COVID-19 Stress and Emotional Problems in Adolescents: Evidence for Differential Susceptibility [Preprint]. PsyArXiv. https://doi.org/10.31234/osf.io/mp7wt

Why Hanging Out at a Bar During the Pandemic Is a Terrible Idea. (2020, July 4). Healthline. https://www.healthline.com/health-news/why-hanging-out-at-a-bar-during-the-pandemic-is-a-terrible-idea

Liverpool, C. W., Jessica Hamzelou, Adam Vaughan, Conrad Quilty-Harper and Layal. (n.d.). Covid-19 news: Almost 20,000 care home deaths in England and Wales. New Scientist. Retrieved July 6, 2020, from https://www.newscientist.com/article/2237475-covid-19-news-almost-20000-care-home-deaths-in-england-and-wales/

Fontanet, A., Grant, R., Tondeur, L., Madec, Y., Grzelak, L., Cailleau, I., Ungeheuer, M.-N., Renaudat, C., Pellerin, S. F., Kuhmel, L., Staropoli, I., Anna, F., Charneau, P., Demeret, C., Bruel, T., Schwartz, O., & Hoen, B. (2020). SARS-CoV-2 infection in primary schools in northern France: A retrospective cohort study in an area of high transmission. MedRxiv, 2020.06.25.20140178. https://doi.org/10.1101/2020.06.25.20140178

Liverpool, C. W., Jessica Hamzelou, Adam Vaughan, Conrad Quilty-Harper and Layal. (n.d.). Covid-19 news: Cases rising in Europe following eased lockdowns. New Scientist. Retrieved June 26, 2020, from https://www.newscientist.com/article/2237475-covid-19-news-cases-rising-in-europe-following-eased-lockdowns/

Britton, T., Ball, F., & Trapman, P. (2020). A mathematical model reveals the influence of population heterogeneity on herd immunity to SARS-CoV-2. Science. https://doi.org/10.1126/science.abc6810

witter. (n.d.). Twitter. Retrieved June 22, 2020, from https://twitter.com/trvrb/status/1274144864196653057

Sacchetti, M. (2020, June 19). Vermont borders states with major covid-19 outbreaks, but you won’t find that here. Washington Post. https://www.washingtonpost.com/national/vermont-borders-states-with-major-covid-19-outbreaks-but-you-wont-find-that-here/2020/06/18/221b0988-a888-11ea-b619-3f9133bbb482_story.html

Giles, C., & Burn-Murdoch, J. (2020, May 28). UK suffers second-highest death rate from coronavirus | Free to read. https://www.ft.com/content/6b4c784e-c259-4ca4-9a82-648ffde71bf0

Twitter. (n.d.). Twitter. Retrieved June 18, 2020, from https://twitter.com/devisridhar/status/1273528564793643008

Bradde, S., Cerruti, B., & Bouchaud, J.-P. (2020). Did lockdowns serve their purpose? ArXiv:2006.09829 [Physics, q-Bio]. http://arxiv.org/abs/2006.09829

Hamzelou, J. (2020, June 17). How many of us are likely to have caught the coronavirus so far? New Scientist. https://www.newscientist.com/article/mg24632873-000-how-many-of-us-are-likely-to-have-caught-the-coronavirus-so-far/

Spiegelhalter, D. (2020, June 15). What have been the fatal risks of Covid, particularly to children and younger adults? Medium. https://medium.com/wintoncentre/what-have-been-the-fatal-risks-of-covid-particularly-to-children-and-younger-adults-a5cbf7060c49

Bergstrom, C. T. (2020, June 14). "1. Another day, another blog post of #COVID19 misinformation making the rounds." Twitter. https://twitter.com/CT_Bergstrom/status/1272007583222513664

Ofosu, G. K., & Posner, D. N. (2020). Do Pre-analysis Plans Hamper Publication? AEA Papers and Proceedings, 110, 70–74. https://doi.org/10.1257/pandp.20201079

Chen, C. (2020, April 28). What Antibody Studies Can Tell You—And More Importantly, What They Can’t. ProPublica. https://www.propublica.org/article/what-antibody-studies-can-tell-you-and-more-importantly-what-they-cant

Lee, S. M. (2020, April 22) Two Antibody Studies Say Coronavirus Infections Are More Common Than We Think. Scientists Are Mad. https://www.buzzfeednews.com/article/stephaniemlee/coronavirus-antibody-test-santa-clara-los-angeles-stanford

Koerth, M. (2020, March 31). Why It’s So Freaking Hard To Make A Good COVID-19 Model. FiveThirtyEight. https://fivethirtyeight.com/features/why-its-so-freaking-hard-to-make-a-good-covid-19-model/

Gutman, R. (2020, May 8). You’ll Probably Never Know If You Had the Coronavirus in January. The Atlantic. https://www.theatlantic.com/health/archive/2020/05/us-coronavirus-cases-january/611305/

Stix, G. (n.d.). Zoom Psychiatrists Prep for COVID-19’s Endless Ride. Scientific American. Retrieved June 9, 2020, from https://www.scientificamerican.com/article/zoom-psychiatrists-prep-for-covid-19s-endless-ride1/

Wise, J. (2020). Covid-19: Surveys indicate low infection level in community. BMJ, m1992. https://doi.org/10.1136/bmj.m1992

Andersson, L. (2020, June 08) COVID-19 i svensk intensivvård. Retrieved June 8, 2020, from https://www.icuregswe.org/data--resultat/covid-19-i-svensk-intensivvard/

Devi Sridhar on Twitter: “Daily deaths higher than anticipated --> past 3 days have been 412, 377, 324 compared to last week’s 363, 338, 351. 74 daily deaths on 23rd March start of lockdown. Need to watch carefully for second peak --> by the time deaths start taking off, too late given 21 day lag. https://t.co/O4uvkncdY5” / Twitter. (n.d.). Twitter. Retrieved June 7, 2020, from https://twitter.com/devisridhar/status/1266416763727642632

Cheng, H.-Y., Jian, S.-W., Liu, D.-P., Ng, T.-C., Huang, W.-T., Lin, H.-H., & for the Taiwan COVID-19 Outbreak Investigation Team. (2020). Contact Tracing Assessment of COVID-19 Transmission Dynamics in Taiwan and Risk at Different Exposure Periods Before and After Symptom Onset. JAMA Internal Medicine. https://doi.org/10.1001/jamainternmed.2020.2020

Epidemiologische Abklärung am Beispiel COVID-19. (n.d.). AGES - Austrian Agency for Health and Food Safety. Retrieved May 7, 2020, from https://www.ages.at/en/service/services-press/press-releases/standard-titel/

Meyer, A. C. M., Robinson. (2020, May 21). ‘How Could the CDC Make That Mistake?’ The Atlantic. https://www.theatlantic.com/health/archive/2020/05/cdc-and-states-are-misreporting-covid-19-test-data-pennsylvania-georgia-texas/611935/

Donnelly, L. (2020, May 20). Earlier lockdown could have prevented three-quarters of UK coronavirus deaths, modelling suggests. The Telegraph. https://www.telegraph.co.uk/news/2020/05/20/earlier-lockdown-could-have-prevented-three-quarters-uk-coronavirus/

Boulesteix, A., Strobl, C. Optimal classifier selection and negative bias in error rate estimation: an empirical study on high-dimensional prediction. BMC Med Res Methodol 9, 85 (2009). https://doi.org/10.1186/1471-2288-9-85

Coronavirus (COVID-19) Infection Survey pilot—Office for National Statistics. (n.d.). Retrieved June 2, 2020, from https://www.ons.gov.uk/peoplepopulationandcommunity/healthandsocialcare/conditionsanddiseases/bulletins/coronaviruscovid19infectionsurveypilot/england14may2020

Dheer, R., Egri, C., & Treviño, L. J. (2020, May 29). COVID-19 A Cultural Analysis to Understand Variance in Infection Rate across Nations. Retrieved from psyarxiv.com/cbxhw

Behind North America’s Lowest Death Rate: A Doctor Who Fought Ebola. (2020, May 16). Bloomberg.Com. https://www.bloomberg.com/news/articles/2020-05-16/a-virus-epicenter-that-wasn-t-how-one-region-stemmed-the-deaths

Eric Topol on Twitter

Beech, H., Rubin, A. J., Kurmanaev, A., & Maclean, R. (2020, May 3). The Covid-19 Riddle: Why Does the Virus Wallop Some Places and Spare Others? The New York Times. https://www.nytimes.com/2020/05/03/world/asia/coronavirus-spread-where-why.html

Rybniker, J., & Fätkenheuer, G. (2020). Importance of precise data on SARS-CoV-2 transmission dynamics control. The Lancet Infectious Diseases, S1473309920303595. https://doi.org/10.1016/S1473-3099(20)30359-5

Liu, Y., Eggo, R. M., & Kucharski, A. J. (2020). Secondary attack rate and superspreading events for SARS-CoV-2. The Lancet, 395(10227), e47. https://doi.org/10.1016/S0140-6736(20)30462-1

Goodman, J. D., & Rothfeld, M. (2020, April 23). 1 in 5 New Yorkers May Have Had Covid-19, Antibody Tests Suggest. The New York Times. https://www.nytimes.com/2020/04/23/nyregion/coronavirus-antibodies-test-ny.html

Expert Reaction

Carl T. Bergstrom on Twitter

Roberts, D. C. (2020, May 22). Putting the Risk of Covid-19 in Perspective. The New York Times. https://www.nytimes.com/2020/05/22/well/live/putting-the-risk-of-covid-19-in-perspective.html

Cobey, S. (2020). Modeling infectious disease dynamics. Science, 368(6492), 713–714. https://doi.org/10.1126/science.abb5659

Pichler, Anton, Marco Pangallo, R. Maria del Rio-Chanona, François Lafond, and J. Doyne Farmer. “Production Networks and Epidemic Spreading: How to Restart the UK Economy?” ArXiv:2005.10585 [Physics, q-Fin], May 21, 2020. http://arxiv.org/abs/2005.10585.

Delvin, H. (2020, May 13). Are children less susceptible to coronavirus? The Guardian. https://www.theguardian.com/world/2020/may/13/are-children-less-susceptible-to-coronavirus

Smith, C. (2020, May 12). Hospital staff carrying COVID-19.https://www.thenakedscientists.com/articles/science-news/hospital-staff-carrying-covid-19

Hamner L, Dubbel P, Capron I, et al. High SARS-CoV-2 Attack Rate Following Exposure at a Choir Practice — Skagit County, Washington, March 2020. MMWR Morb Mortal Wkly Rep 2020;69:606–610. DOI: http://dx.doi.org/10.15585/mmwr.mm6919e6external icon

Masuda, N., & Holme, P. (2020). Small inter-event times govern epidemic spreading on networks. Physical Review Research, 2(2), 023163. https://doi.org/10.1103/PhysRevResearch.2.023163

R today - UK

The Santa Fe Institute - SFI Transmission PDF

Rader, B., Scarpino, S., Nande, A., Hill, A., Reiner, R., Pigott, D., Gutierrez, B., Shrestha, M., Brownstein, J., Castro, M., Tian, H., Pybus, O., & Kraemer, M. U. G. (2020). Crowding and the epidemic intensity of COVID-19 transmission [Preprint]. Epidemiology. https://doi.org/10.1101/2020.04.15.20064980

Arons, M. M., Hatfield, K. M., Reddy, S. C., Kimball, A., James, A., Jacobs, J. R., Taylor, J., Spicer, K., Bardossy, A. C., Oakley, L. P., Tanwar, S., Dyal, J. W., Harney, J., Chisty, Z., Bell, J. M., Methner, M., Paul, P., Carlson, C. M., McLaughlin, H. P., … Jernigan, J. A. (2020). Presymptomatic SARS-CoV-2 Infections and Transmission in a Skilled Nursing Facility. New England Journal of Medicine, NEJMoa2008457. https://doi.org/10.1056/NEJMoa2008457

Ghinai, I., Woods, S., Ritger, K. A., McPherson, T. D., Black, S. R., Sparrow, L., Fricchione, M. J., Kerins, J. L., Pacilli, M., Ruestow, P. S., Arwady, M. A., Beavers, S. F., Payne, D. C., Kirking, H. L., & Layden, J. E. (2020). Community Transmission of SARS-CoV-2 at Two Family Gatherings—Chicago, Illinois, February–March 2020. MMWR. Morbidity and Mortality Weekly Report, 69(15), 446–450. https://doi.org/10.15585/mmwr.mm6915e1

Yong, S. E. F., Anderson, D. E., Wei, W. E., Pang, J., Chia, W. N., Tan, C. W., Teoh, Y. L., Rajendram, P., Toh, M. P. H. S., Poh, C., Koh, V. T. J., Lum, J., Suhaimi, N.-A. M., Chia, P. Y., Chen, M. I.-C., Vasoo, S., Ong, B., Leo, Y. S., Wang, L., & Lee, V. J. M. (2020). Connecting clusters of COVID-19: An epidemiological and serological investigation. The Lancet Infectious Diseases, S1473309920302735. https://doi.org/10.1016/S1473-3099(20)30273-5

Gudbjartsson, D. F., Helgason, A., Jonsson, H., Magnusson, O. T., Melsted, P., Norddahl, G. L., Saemundsdottir, J., Sigurdsson, A., Sulem, P., Agustsdottir, A. B., Eiriksdottir, B., Fridriksdottir, R., Gardarsdottir, E. E., Georgsson, G., Gretarsdottir, O. S., Gudmundsson, K. R., Gunnarsdottir, T. R., Gylfason, A., Holm, H., … Stefansson, K. (2020). Spread of SARS-CoV-2 in the Icelandic Population. New England Journal of Medicine, NEJMoa2006100. https://doi.org/10.1056/NEJMoa2006100

Zhu, Y., Bloxham, C. J., Hulme, K. D., Sinclair, J. E., Tong, Z. W. M., Steele, L. E., Noye, E. C., Lu, J., Chew, K. Y., Pickering, J., Gilks, C., Bowen, A. C., & Short, K. R. (2020). Children are unlikely to have been the primary source of household SARS-CoV-2 infections [Preprint]. Epidemiology. https://doi.org/10.1101/2020.03.26.20044826

Li, W., Zhang, B., Lu, J., Liu, S., Chang, Z., Cao, P., Liu, X., Zhang, P., Ling, Y., Tao, K., & Chen, J. (2020). The characteristics of household transmission of COVID-19. Clinical Infectious Diseases, ciaa450. https://doi.org/10.1093/cid/ciaa450

Jing, Q.-L., Liu, M.-J., Yuan, J., Zhang, Z.-B., Zhang, A.-R., Dean, N. E., Luo, L., Ma, M.-M., Longini, I., Kenah, E., Lu, Y., Ma, Y., Jalali, N., Fang, L.-Q., Yang, Z.-C., & Yang, Y. (2020). Household Secondary Attack Rate of COVID-19 and Associated Determinants [Preprint]. Epidemiology. https://doi.org/10.1101/2020.04.11.20056010

Bi, Q., Wu, Y., Mei, S., Ye, C., Zou, X., Zhang, Z., Liu, X., Wei, L., Truelove, S. A., Zhang, T., Gao, W., Cheng, C., Tang, X., Wu, X., Wu, Y., Sun, B., Huang, S., Sun, Y., Zhang, J., … Feng, T. (2020). Epidemiology and transmission of COVID-19 in 391 cases and 1286 of their close contacts in Shenzhen, China: A retrospective cohort study. The Lancet Infectious Diseases, S1473309920302875. https://doi.org/10.1016/S1473-3099(20)30287-5

Burke RM, Midgley CM, Dratch A, et al. Active Monitoring of Persons Exposed to Patients with Confirmed COVID-19 — United States, January–February 2020. MMWR Morb Mortal Wkly Rep 2020;69:245–246. DOI: http://dx.doi.org/10.15585/mmwr.mm6909e1

Yi, C., Aihong, W., Keqin, D., Haibo, W., Jianmei, W., Hongbo, S., Sijia,W., & Guozhang, X. (2020) The epidemiological characteristics of infection in close contacts of COVID-19 in Ningbo city. Chinese Journal of Epidemiology. Vol. 41 Issue (0):0-0. http://dx.doi.org/10.3760/cma.j.cn112338-20200304-00251

Dr Muge Cevik on Twitter

Chakravorti, B. (2020 May 06). Exit from coronavirus lockdowns – lessons from 6 countries. The Conversation. http://theconversation.com/exit-from-coronavirus-lockdowns-lessons-from-6-countries-136223

Zahnd, W. E. (2020). The COVID‐19 Pandemic Illuminates Persistent and Emerging Disparities among Rural Black Populations. The Journal of Rural Health, jrh.12460. https://doi.org/10.1111/jrh.12460

Steinbrook, R. (2020). Contact Tracing, Testing, and Control of COVID-19—Learning From Taiwan. JAMA Internal Medicine. https://doi.org/10.1001/jamainternmed.2020.2072

Inglesby, T. V. (2020). Public Health Measures and the Reproduction Number of SARS-CoV-2. JAMA. https://doi.org/10.1001/jama.2020.7878

Glynn, J. R. (2020). Protecting workers aged 60–69 years from COVID-19. The Lancet Infectious Diseases, 0(0). https://doi.org/10.1016/S1473-3099(20)30311-X

Fenton, N. E., Neil, M., Osman, M., & McLachlan, S. (2020). COVID-19 infection and death rates: The need to incorporate causal explanations for the data and avoid bias in testing. Journal of Risk Research, 0(0), 1–4. https://doi.org/10.1080/13669877.2020.1756381

Fenton, N., Hitman, G. A., Neil, M., Osman, M., & McLachlan, S. (2020). Causal explanations, error rates, and human judgment biases missing from the COVID-19 narrative and statistics [Preprint]. PsyArXiv. https://doi.org/10.31234/osf.io/p39a4

Statistical Modeling, Causal Inference, and Social Science. (2020 April 22). Blog Post: New analysis of excess coronavirus mortality; also a question about poststratification. https://statmodeling.stat.columbia.edu/2020/04/22/analysis-of-excess-coronavirus-mortality-also-a-question-about-poststratification/

Makoni, M. (2020). Keeping COVID-19 at bay in Africa. The Lancet Respiratory Medicine, S2213260020302198. https://doi.org/10.1016/S2213-2600(20)30219-8

Dyer, O. (2020). Covid-19: Black people and other minorities are hardest hit in US. BMJ, m1483. https://doi.org/10.1136/bmj.m1483

Bump, P., Wan, W. (2020 April 8). A leading model now estimates tens of thousands fewer covid-19 deaths by summer. The Washington Post. https://www.washingtonpost.com/politics/2020/04/08/leading-model-now-estimates-tens-thousands-fewer-covid-19-deaths-by-summer/

Deaths involving COVID-19, England and Wales—Office for National Statistics. (n.d.). Retrieved April 20, 2020, from https://www.ons.gov.uk/peoplepopulationandcommunity/birthsdeathsandmarriages/deaths/bulletins/deathsinvolvingcovid19englandandwales/deathsoccurringinmarch2020

Giangreco, G. (n.d.). Case fatality rate analysis of Italian COVID-19 outbreak. Journal of Medical Virology, n/a(n/a). https://doi.org/10.1002/jmv.25894