Unpacking the Drop in COVID-19 Case Fatality Rates: A Study of National and Florida Line-Level Data

12/09/2020
by   Cheng Cheng, et al.
0

Since the COVID-19 pandemic first reached the United States, the case fatality rate has fallen precipitously. Several possible explanations have been floated, including greater detection of mild cases due to expanded testing, shifts in age distribution among the infected, lags between confirmed cases and reported deaths, improvements in treatment, mutations in the virus, and decreased viral load as a result of mask-wearing. Using both Florida line-level data and recently released (but incomplete) national line level data from April 1, 2020 to November 1, 2020 on cases, hospitalizations, and deaths–each stratified by age–we unpack the drop in case fatality rate (CFR). Under the hypothesis that improvements in treatment efficacy should correspond to decreases in hospitalization fatality rate (HFR), we find that improvements in the national data do not always match the story told by Florida data. In the national data, treatment improvements between the first wave and the second wave appear substantial, but modest when compared to the drop in aggregate CFR. By contrast, possibly due to constrained resources in a much larger second peak, Florida data suggests comparatively little difference between the first and second wave, with HFR slightly increasing in every age group. However, by November 1st, both Florida and national data suggest significant decreases in age-stratified HFR since April 1st. By accounting for several confounding factors, our analysis shows how age-stratified HFR can provide a more realistic picture of treatment improvements than CFR. One key limitation of our analysis is that the national line-level data remains incomplete and plagued by artifacts. Our analysis highlights the crucial role that this data can play but also the pressing need for public, complete, and high-quality age-stratified line-level data for both cases, hospitalizations, and deaths for all states.

READ FULL TEXT

page 10

page 21

research
04/13/2020

The effect of stay-at-home orders on COVID-19 cases and fatalities in the United States

Governments issue "stay at home" orders to reduce the spread of contagio...
research
06/29/2021

Place of Occurrence of COVID-19 Deaths in the UK: Modelling and Analysis

We analysed publicly available data on place of occurrence of COVID-19 d...
research
04/13/2020

The effect of stay-at-home orders on COVID-19 infections in the United States

In March and April 2020, public health authorities in the United States ...
research
08/03/2020

COVID-19 mild cases determination from correlating COVID-line calls to reported cases

Background: One of the most challenging keys to understand COVID-19 evol...
research
07/19/2023

Correction of Italian under-reporting in the first COVID-19 wave via age-specific deconvolution of hospital admissions

When the COVID-19 pandemic first emerged in early 2020, healthcare and b...
research
02/03/2021

The Great Equalizer: Medicare and the Geography of Consumer Financial Strain

We use a five percent sample of Americans' credit bureau data, combined ...
research
07/24/2023

Estimating Time to Clear Pendency of Cases in High Courts in India using Linear Regression

Indian Judiciary is suffering from burden of millions of cases that are ...

Please sign up or login with your details

Forgot password? Click here to reset