Back

Benchmarking COVID-19 Mortality in the United States

Etzioni, R.; Markowitz, E.; Douglas, I. S.

2020-10-05 epidemiology
10.1101/2020.09.30.20204586 medRxiv
Show abstract

On September 22nd the US officially recorded 200,000 COVID-19 deaths. It is unclear how many deaths might have been expected in the case of an early and effective response to the pandemic. We aim to provide a best-case estimate of COVID-19 deaths in the US by September 22nd using the experience of Germany as a benchmark. Our methods accommodate the differences in demographics between Germany and the US. We match cumulative incidence of COVID-19 deaths by age group in Germany to non-Hispanic whites in the US and project the implied number of deaths in this population and among the black and Hispanic populations under observed racial/ethnic disparities in cumulative COVID-19 mortality in the US. We estimate that if the US had been as successful as Germany in managing the pandemic we would have expected 22% of the deaths actually recorded. The number of deaths would have been lower by a further one-third if we could have eliminated racial/ethnic disparites in COVID-19 outcomes. We conclude that almost 80 percent of the COVID-19 deaths in the US by September 22nd could have been avoided with an early and effective response producing similar age-specific death rates among non-Hispanic whites as in Germany.

Matching journals

The top 7 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.