Comparison of the Effective Reproduction Number (Rt) Estimation Methods of COVID-۱۹ Using Simulation Data Based on Available Data from Iran, USA, UK, India, and Brazil
محل انتشار: مجله تحقیقات در علوم سلامت، دوره: 22، شماره: 3
سال انتشار: 1401
نوع سند: مقاله ژورنالی
زبان: انگلیسی
مشاهده: 125
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استخراج به نرم افزارهای پژوهشی:
شناسه ملی سند علمی:
JR_JRHSU-22-3_003
تاریخ نمایه سازی: 28 تیر 1402
چکیده مقاله:
Background: Accurate determination of the effective reproduction number (Rt) is a very important strategy
in the epidemiology of contagious diseases, including coronavirus disease ۲۰۱۹ (COVID-۱۹). This study
compares different methods of estimating the Rt of susceptible population to identify the most accurate
method for estimating Rt.
Study Design: A secondary study.
Methods: The value of Rt was estimated using attack rate (AR), exponential growth (EG), maximum
likelihood (ML), time-dependent (TD), and sequential Bayesian (SB) methods, for Iran, the United States,
the United Kingdom, India, and Brazil from June to October ۲۰۲۱. In order to accurately compare these
methods, a simulation study was designed using forty scenarios.
Results: The lowest mean square error (MSE) was observed for TD and ML methods, with ۱۵ and ۱۲ cases,
respectively. Therefore, considering the estimated values of Rt based on the TD method, it was found that
Rt values in the United Kingdom (۱.۳۳; ۹۵% CI: ۱.۱۴-۱.۵۲) and the United States (۱.۲۵; ۹۵% CI: ۱.۱۲-۱.۳۸)
substantially have been more than those in other countries, such as Iran (۱.۰۷; ۹۵% CI: ۰.۹۵-۱.۱۹), India
(۰.۹۹; ۹۵% CI: ۰.۸۹-۱.۰۸), and Brazil (۰.۹۸; ۹۵% CI: ۰.۸۴-۱.۱۴) from June to October ۲۰۲۱.
Conclusion: The important result of this study is that TD and ML methods lead to a more accurate
estimation of Rt of population than other methods. Therefore, in order to monitor and determine the
epidemic situation and have a more accurate prediction of the incidence rate, as well as control COVID-۱۹
and similar diseases, the use of these two methods is suggested to more accurately estimate Rt.
کلیدواژه ها:
COVID-۱۹ ، Effective reproduction number (Rt) ، Maximum likelihood estimation ، Time-dependent ، Simulation
نویسندگان
Ali Karamoozlan
Ph.D, Department of Biostatistics and Epidemiology, Kerman University of Medical Sciences, Kerman, Iran- Modeling in Health Research Center, Institute for Futures Studies in Health, Kerman University of Medical Sciences, Kerman, Iran
Abbas Bahrampour
Ph.D, Ph.D, Department of Biostatistics and Epidemiology, Kerman University of Medical Sciences, Kerman, Iran- Modeling in Health Research Center, Institute for Futures Studies in Health, Kerman University of Medical Sciences, Kerman, Iran- Adjunct Profes