Cargando…
Causal Effect of the Tokyo 2020 Olympic and Paralympic Games on the Number of COVID-19 Cases under COVID-19 Pandemic: An Ecological Study Using the Synthetic Control Method
Previous studies have not assessed the causal effect of the Olympic Games on the spread of pandemics. Using the synthetic control method and the national public city data in Japan recorded from February to September 2021, we estimated the causal effects of the Tokyo 2020 Olympic and Paralympic Games...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8879008/ https://www.ncbi.nlm.nih.gov/pubmed/35207697 http://dx.doi.org/10.3390/jpm12020209 |
_version_ | 1784658795891261440 |
---|---|
author | Yamamoto, Norio Mitsuhashi, Toshiharu Tsuchihashi, Yuuki Yorifuji, Takashi |
author_facet | Yamamoto, Norio Mitsuhashi, Toshiharu Tsuchihashi, Yuuki Yorifuji, Takashi |
author_sort | Yamamoto, Norio |
collection | PubMed |
description | Previous studies have not assessed the causal effect of the Olympic Games on the spread of pandemics. Using the synthetic control method and the national public city data in Japan recorded from February to September 2021, we estimated the causal effects of the Tokyo 2020 Olympic and Paralympic Games on the number of coronavirus disease 2019 (COVID-19) cases. The difference between the number of COVID-19 cases in Tokyo and a counterfactual “synthetic Tokyo” (created using synthetic control method) after the opening of the Tokyo 2020 Games (23 July 2021) widened gradually and then considerably over time. It was predicted that the Tokyo 2020 Games increased the number of COVID-19 cases in Tokyo by approximately 469.4 per 100,000 population from the opening of the event to 30 September. However, sensitivity analysis of the ratio of the pre- and post-game root mean square prediction errors using regression weights did not suggest robustness. Our results showed that the Tokyo 2020 Games probably increased the number of COVID-19 cases even under preventive regulations; however, the extent of this increase was difficult to estimate clearly due to an overlap with the fifth wave associated with the Delta variant. |
format | Online Article Text |
id | pubmed-8879008 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-88790082022-02-26 Causal Effect of the Tokyo 2020 Olympic and Paralympic Games on the Number of COVID-19 Cases under COVID-19 Pandemic: An Ecological Study Using the Synthetic Control Method Yamamoto, Norio Mitsuhashi, Toshiharu Tsuchihashi, Yuuki Yorifuji, Takashi J Pers Med Article Previous studies have not assessed the causal effect of the Olympic Games on the spread of pandemics. Using the synthetic control method and the national public city data in Japan recorded from February to September 2021, we estimated the causal effects of the Tokyo 2020 Olympic and Paralympic Games on the number of coronavirus disease 2019 (COVID-19) cases. The difference between the number of COVID-19 cases in Tokyo and a counterfactual “synthetic Tokyo” (created using synthetic control method) after the opening of the Tokyo 2020 Games (23 July 2021) widened gradually and then considerably over time. It was predicted that the Tokyo 2020 Games increased the number of COVID-19 cases in Tokyo by approximately 469.4 per 100,000 population from the opening of the event to 30 September. However, sensitivity analysis of the ratio of the pre- and post-game root mean square prediction errors using regression weights did not suggest robustness. Our results showed that the Tokyo 2020 Games probably increased the number of COVID-19 cases even under preventive regulations; however, the extent of this increase was difficult to estimate clearly due to an overlap with the fifth wave associated with the Delta variant. MDPI 2022-02-03 /pmc/articles/PMC8879008/ /pubmed/35207697 http://dx.doi.org/10.3390/jpm12020209 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Yamamoto, Norio Mitsuhashi, Toshiharu Tsuchihashi, Yuuki Yorifuji, Takashi Causal Effect of the Tokyo 2020 Olympic and Paralympic Games on the Number of COVID-19 Cases under COVID-19 Pandemic: An Ecological Study Using the Synthetic Control Method |
title | Causal Effect of the Tokyo 2020 Olympic and Paralympic Games on the Number of COVID-19 Cases under COVID-19 Pandemic: An Ecological Study Using the Synthetic Control Method |
title_full | Causal Effect of the Tokyo 2020 Olympic and Paralympic Games on the Number of COVID-19 Cases under COVID-19 Pandemic: An Ecological Study Using the Synthetic Control Method |
title_fullStr | Causal Effect of the Tokyo 2020 Olympic and Paralympic Games on the Number of COVID-19 Cases under COVID-19 Pandemic: An Ecological Study Using the Synthetic Control Method |
title_full_unstemmed | Causal Effect of the Tokyo 2020 Olympic and Paralympic Games on the Number of COVID-19 Cases under COVID-19 Pandemic: An Ecological Study Using the Synthetic Control Method |
title_short | Causal Effect of the Tokyo 2020 Olympic and Paralympic Games on the Number of COVID-19 Cases under COVID-19 Pandemic: An Ecological Study Using the Synthetic Control Method |
title_sort | causal effect of the tokyo 2020 olympic and paralympic games on the number of covid-19 cases under covid-19 pandemic: an ecological study using the synthetic control method |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8879008/ https://www.ncbi.nlm.nih.gov/pubmed/35207697 http://dx.doi.org/10.3390/jpm12020209 |
work_keys_str_mv | AT yamamotonorio causaleffectofthetokyo2020olympicandparalympicgamesonthenumberofcovid19casesundercovid19pandemicanecologicalstudyusingthesyntheticcontrolmethod AT mitsuhashitoshiharu causaleffectofthetokyo2020olympicandparalympicgamesonthenumberofcovid19casesundercovid19pandemicanecologicalstudyusingthesyntheticcontrolmethod AT tsuchihashiyuuki causaleffectofthetokyo2020olympicandparalympicgamesonthenumberofcovid19casesundercovid19pandemicanecologicalstudyusingthesyntheticcontrolmethod AT yorifujitakashi causaleffectofthetokyo2020olympicandparalympicgamesonthenumberofcovid19casesundercovid19pandemicanecologicalstudyusingthesyntheticcontrolmethod |