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Correlation of Demographics, Healthcare Availability, and COVID-19 Outcome: Indonesian Ecological Study
Objective: To analyze the correlation between demographic and healthcare availability indicators with COVID-19 outcome among Indonesian provinces. Methods: We employed an ecological study design to study the correlation between demographics, healthcare availability, and COVID-19 indicators. Demograp...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7882903/ https://www.ncbi.nlm.nih.gov/pubmed/33598443 http://dx.doi.org/10.3389/fpubh.2021.605290 |
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author | Wirawan, Gede Benny Setia Januraga, Pande Putu |
author_facet | Wirawan, Gede Benny Setia Januraga, Pande Putu |
author_sort | Wirawan, Gede Benny Setia |
collection | PubMed |
description | Objective: To analyze the correlation between demographic and healthcare availability indicators with COVID-19 outcome among Indonesian provinces. Methods: We employed an ecological study design to study the correlation between demographics, healthcare availability, and COVID-19 indicators. Demographic and healthcare indicators were obtained from the Indonesian Health Profile of 2019 by the Ministry of Health while COVID-19 indicators were obtained from the Indonesian COVID-19 website in August 31st 2020. Non-parametric correlation and multivariate regression analyses were conducted with IBM SPSS 23.0. Results: We found the number of confirmed cases and case growth to be significantly correlated with demographic indicators, especially with distribution of age groups. Confirmed cases and case growth was significantly correlated (p < 0.05) with population density (correlation coefficient of 0.461 and 0.491) and proportion of young people (−0.377; −0.394). Incidence and incidence growth were correlated with ratios of GPs (0.426; 0.534), hospitals (0.376; 0.431), primary care clinics (0.423; 0.424), and hospital beds (0.472; 0.599) per capita. For mortality, case fatality rate (CFR) was correlated with population density (0.390) whereas mortality rate was correlated with ratio of hospital beds (0.387). Multivariate analyses found confirmed case independently associated with population density (β of 0.638) and demographic structure (−0.289). Case growth was independently associated with density (0.763). Incidence growth was independently associated with hospital bed ratio (0.486). Conclusion: Pre-existing inequality of healthcare availability correlates with current reported incidence and mortality rate of COVID-19. Lack of healthcare availability in some provinces may have resulted in artificially low numbers of cases being diagnosed, lower demands for COVID-19 tests, and eventually lower case-findings. |
format | Online Article Text |
id | pubmed-7882903 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-78829032021-02-16 Correlation of Demographics, Healthcare Availability, and COVID-19 Outcome: Indonesian Ecological Study Wirawan, Gede Benny Setia Januraga, Pande Putu Front Public Health Public Health Objective: To analyze the correlation between demographic and healthcare availability indicators with COVID-19 outcome among Indonesian provinces. Methods: We employed an ecological study design to study the correlation between demographics, healthcare availability, and COVID-19 indicators. Demographic and healthcare indicators were obtained from the Indonesian Health Profile of 2019 by the Ministry of Health while COVID-19 indicators were obtained from the Indonesian COVID-19 website in August 31st 2020. Non-parametric correlation and multivariate regression analyses were conducted with IBM SPSS 23.0. Results: We found the number of confirmed cases and case growth to be significantly correlated with demographic indicators, especially with distribution of age groups. Confirmed cases and case growth was significantly correlated (p < 0.05) with population density (correlation coefficient of 0.461 and 0.491) and proportion of young people (−0.377; −0.394). Incidence and incidence growth were correlated with ratios of GPs (0.426; 0.534), hospitals (0.376; 0.431), primary care clinics (0.423; 0.424), and hospital beds (0.472; 0.599) per capita. For mortality, case fatality rate (CFR) was correlated with population density (0.390) whereas mortality rate was correlated with ratio of hospital beds (0.387). Multivariate analyses found confirmed case independently associated with population density (β of 0.638) and demographic structure (−0.289). Case growth was independently associated with density (0.763). Incidence growth was independently associated with hospital bed ratio (0.486). Conclusion: Pre-existing inequality of healthcare availability correlates with current reported incidence and mortality rate of COVID-19. Lack of healthcare availability in some provinces may have resulted in artificially low numbers of cases being diagnosed, lower demands for COVID-19 tests, and eventually lower case-findings. Frontiers Media S.A. 2021-02-01 /pmc/articles/PMC7882903/ /pubmed/33598443 http://dx.doi.org/10.3389/fpubh.2021.605290 Text en Copyright © 2021 Wirawan and Januraga. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Public Health Wirawan, Gede Benny Setia Januraga, Pande Putu Correlation of Demographics, Healthcare Availability, and COVID-19 Outcome: Indonesian Ecological Study |
title | Correlation of Demographics, Healthcare Availability, and COVID-19 Outcome: Indonesian Ecological Study |
title_full | Correlation of Demographics, Healthcare Availability, and COVID-19 Outcome: Indonesian Ecological Study |
title_fullStr | Correlation of Demographics, Healthcare Availability, and COVID-19 Outcome: Indonesian Ecological Study |
title_full_unstemmed | Correlation of Demographics, Healthcare Availability, and COVID-19 Outcome: Indonesian Ecological Study |
title_short | Correlation of Demographics, Healthcare Availability, and COVID-19 Outcome: Indonesian Ecological Study |
title_sort | correlation of demographics, healthcare availability, and covid-19 outcome: indonesian ecological study |
topic | Public Health |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7882903/ https://www.ncbi.nlm.nih.gov/pubmed/33598443 http://dx.doi.org/10.3389/fpubh.2021.605290 |
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