References
- Li Q, Guan X, Wu P, et al. Early transmission dynamics in Wuhan, China, of novel coronavirus-infected pneumonia. NEJM. 2020;382:1199–1207.
- Cucinotta D, Vanelli M. WHO declares COVID-19 a pandemic. Acta Biomed. 2020;91:157–160.
- European Centre for Disease Prevention and Control. The geographic distribution of COVID-19 cases worldwide. Accessed November 1, 2020. https://www.ecdc.europa.eu/en/publications-data/download-todays-data-geographic-distribution-covid-19-cases-worldwide
- Hui PG, Mahari WI, Ahad NI, et al. 2020. Risk factors affecting Covid-19 case fatality rate: A quantitative analysis of top 50 affected countries. medRxiv. DOI:https://doi.org/10.1101/2020.05.20.20108449
- Dudel C, Riffe T, Acosta E, et al. 2020. Monitoring trends and differences in Covid-19 case fatality rates using decomposition methods: contributions of age structure and age-specific fatality. medRxiv. DOI:https://doi.org/10.1101/2020.03.31.20048397
- Onder G, Rezza G, Brusaferro S. 2020. Case-fatality rate and characteristics of patients dying in relation to Covid-19 in Italy. JAMA. DOI:https://doi.org/10.1001/jama.2020.4683
- Verity R, Okell LC, Dorigatti I, et al. 2020. Estimates of the severity of coronavirus disease 2019: a model-based analysis. Lancet Infect Dis. DOI:https://doi.org/10.1016/S1473-3099(20)30243-7.
- Green MS, Peer V, Schwartz N, et al. 2020. The confounded crude case-fatality rates for Covid-19 hide more than they reveal—a comparison of age-specific and age-adjusted CFRs between seven countries. PLoS One. DOI:https://doi.org/10.1371/journal.pone.0241031
- Petrilli CM, Jones SA, Yang J, et al. 2020. Factors associated with hospitalization and critical illness among 4,103 patients with Covid-19 disease in New York City. medRxiv. DOI:https://doi.org/10.1101/2020.04.08.20057794
- Li R, Pei S, Chen B, et al. 2020. Substantial undocumented infection facilitates the rapid dissemination of novel coronavirus (SARS-CoV-2). Science. DOI:https://doi.org/10.1126/science.abb3221.
- Wu X, Nethery RC, Sabath BM, et al. 2020. Exposure to air pollution and Covid-19 mortality in the United States. medRxiv. DOI:https://doi.org/10.1101/2020.04.05.20054502
- Chin T, Kahn R, Li R, et al. 2020. U.S. county-level characteristics to inform equitable Covid-19 response. medRxiv. DOI:https://doi.org/10.1101/2020.04.08.20058248.
- Koo JR, Cook AR, Park M, et al. 2020. Interventions to mitigate early spread of SARS-CoV-2 in Singapore: a modelling study. Lancet Infect Dis. DOI:https://doi.org/10.1016/S1473-3099(20)30162-6.
- Spychalski P, Błażyńska-Spychalska A, Kobiela J. 2020. Estimating case fatality rates of COVID-19. Lancet. DOI:https://doi.org/10.1016/S1473-3099(20)30246-2
- Ritchie H, Roser M “Age structure”. Our World in Data. Accessed November 1, 2020. https://ourworldindata.org/age-structure
- Ritchie H, Roser M “Gender ratio”. Our World in Data. Accessed November 1, 2020. https://ourworldindata.org/gender-ratio
- Ritchie H, Roser M “Obesity”. Our World in Data. Accessed November 1, 2020. https://ourworldindata.org/obesity
- Ritchie H, Roser M Burden of disease. Our World in Data. Accessed November 1, 2020. https://ourworldindata.org/burden-of-disease
- Ritchie H, Roser M “Smoking”. Our World in Data. Accessed November 1, 2020. https://ourworldindata.org/smoking.
- World Health Organization. Mean systolic blood pressure (age-standardized estimate). Accessed November 1, 2020. https://www.who.int/data/gho/data/indicators/indicator-details/GHO/mean-systolic-blood-pressure-(age-standardized-estimate)
- The World Bank. pm2.5 air pollution, mean annual exposure. Accessed November 1, 2020. https://data.worldbank.org/indicator/en.atm.pm25.mc.m3
- The World Bank. Hospital beds per 1,000 people. Accessed November 1, 2020. https://data.worldbank.org/indicator/sh.med.beds.zs
- Ritchie H, Roser M “Population density”. Our World in Data. Accessed November 1, 2020. https://ourworldindata.org/population-density
- UNESCO. Global Education Coalition. Covid-19 Impact on Education. Accessed November 1, 2020. https://en.unesco.org/covid19/educationresponse
- Blinder AS. Wage discrimination: educed form and structural estimates. J Hum Resour. 1973;8:436–455.
- Oaxaca R. Male-female wage differentials in urban labor markets. Int Econ Rev. 1973;14:693–709.
- Kim CH. Detailed wage decompositions: revisiting the identification problem. Soc Method. 2013;43(1):346–363.
- Jann B. The Blinder-Oaxaca decomposition for linear regression models. Stata J. 2008;8(4):453–479.
- Jones F, Kelley J. Decomposing differences between groups: a cautionary note on measuring discrimination. Social Methods Res. 1984;12(3):323–343.
- Ng Y, Li Z, Chua YX, et al. Evaluation of the effectiveness of surveillance and containment measures for the first 100 patients with Covid-19 in Singapore—January 2–February 29, 2020. MMWR Morb Mortal Wkly Rep. 2020;69:307–311.
- Wang CJ, Ng CY, Brook RH. Response to Covid-19 in Taiwan. Big data analytics, new technology, and proactive testing. JAMA. 2020;323:1341–1342.
- Leung NHL, Chu DKW, Shiu EYC, et al. 2020. Respiratory virus shedding in exhaled breath and efficacy of face masks. Nat Med. DOI:https://doi.org/10.1038/s41591-020-0843-2.
- Legido-Quigley H, Asgari N, Teo YY, et al. Are high-performing health systems resilient against the Covid-19 epidemic? Lancet. 2020;395:848–850.
- Chu DK, Akl EA, Duda S, et al. Physical distancing, face masks, and eye protection to prevent person-to-person transmission of SARS-CoV-2 and Covid-19: a systematic review and meta-analysis. Lancet. 2020;395:1973–1987.
- Omori R, Mizumoto K, Chowell G. Changes in testing rates could mask the Covid-19 growth rate. Int J Infect Dis. 2020;94:116–118.
- Gov. UK. Coronavirus (COVID-19) in the UK. Accessed November 1, 2020. https://coronavirus.data.gov.uk/
- European Centre for Disease Prevention and Control. Data on hospital and ICU admission rates and current occupancy for Covid-19. Accessed November 1, 2020. https://www.ecdc.europa.eu/en/publications-data/download-data-hospital-and-icu-admission-rates-and-current-occupancy-covid-19
- Ritchie H, Ortiz-Ospina E, Beltekian D, et al. Daily new confirmed Covid-19 deaths”. Our World in Data. Accessed November 1, 2020. https://ourworldindata.org/coronavirus-data
- Ritchie H, Ortiz-Ospina E, Beltekian D, et al. “Coronavirus (Covid-19) Hospitalizations”. Our World in Data. Accessed November 1, 2020. https://ourworldindata.org/covid-hospitalizations
- Ritchie H, Ortiz-Ospina E, Beltekian D, et al. Daily new confirmed Covid-19 deaths”. Our World in Data. Accessed November 1, 2020. https://ourworldindata.org/covid-cases#what-is-the-daily-number-of-confirmed-cases
- Hasell J, Mathieu E, Beltekian D, et al. “A cross-country database of Covid-19 testing”. Our World in Data. Accessed November 3, 2020. https://ourworldindata.org/coronavirus-testing
- Singapore Ministry of Health. Updates on Covid-19 Local Situation. Accessed November 3, 2020. https://moh.gov.sg/covid-19
- Klimek-Tulwin M, Tulwin T. Early school closures can reduce the first-wave of the Covid-19 pandemic development. J Public Health. 2020. DOI:https://doi.org/10.1007/s10389-020-01391-z