Author: Yuri Tani Utsunomiya; Adam Taiti Harth Utsunomiya; Rafaela Beatriz Pintor Torrecilha; Silvana Cassia Paulan; Marco Milanesi; Jose Fernando Garcia
Title: Growth rate and acceleration analysis of the COVID-19 pandemic reveals the effect of public health measures in real time Document date: 2020_4_2
ID: 39ywzw6a_22
Snippet: We analyzed case reports that have been updated daily by the European Center for Disease Prevention and Control (ECDC). The framework was applied to that data using smooth factors ranging from s = 3 to s = 10. The acceleration curves were clipped at observation n -s to avoid poor growth acceleration estimates at the end of the curve. Likewise, the last s days had their growth rates estimated by compounding rates from n -s to n using the accelerat.....
Document: We analyzed case reports that have been updated daily by the European Center for Disease Prevention and Control (ECDC). The framework was applied to that data using smooth factors ranging from s = 3 to s = 10. The acceleration curves were clipped at observation n -s to avoid poor growth acceleration estimates at the end of the curve. Likewise, the last s days had their growth rates estimated by compounding rates from n -s to n using the acceleration estimated for day n -s. Finally, next-day predictions of COVID-19 prevalence were obtained by summing the last observed prevalence with its estimated growth rate. In order to measure the accuracy of these predictions, we performed a step-wise simulation by censoring observations ahead of each day, fitting MR to the remaining data and then comparing predicted and true next-day prevalence. Accuracy of predictions were again measured by linear regression.
Search related documents:
Co phrase search for related documents- acceleration curve and growth rate: 1, 2
- acceleration curve and MR fit: 1
- case report and growth acceleration: 1
- case report and growth rate: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11
- case report and linear regression: 1, 2
- curve end and linear regression: 1
- daily update and growth rate: 1
- day prediction and linear regression: 1, 2
- day prevalence and growth acceleration: 1
- day prevalence and growth rate: 1, 2
- day prevalence and observed prevalence: 1
- estimate growth rate and growth acceleration: 1
- estimate growth rate and growth rate: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25
- estimate growth rate and linear regression: 1, 2
- growth acceleration and MR fit: 1
- growth rate and linear regression: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25
- growth rate and linear regression measure: 1
- growth rate and MR fit: 1
- growth rate and observed prevalence: 1
Co phrase search for related documents, hyperlinks ordered by date