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Title: Impacts of income inequality and the mediation role of reporting delays on COVID-19 deaths during 2020 and 2021 in Hong Kong : an observational study
Authors: Yuan, HY
Wong, WH
Khairunnasa, F 
Ho, HC
Chung, GKK
Issue Date: Mar-2024
Source: BMJ open, Mar. 2024, v. 14, no. 3, e078838
Abstract: Objective To estimate the impacts of demographic factors and income disparities on the case fatality rate (CFR) of COVID-19 in Hong Kong, taking into account the influence of reporting delays (ie, the duration between symptom onset and case confirmation).
Design Retrospective observational longitudinal study.
Participants A total of 7406 symptomatic patients with residence information reported between 23 January 2020 and 2 October 2021.
Main outcome measures The study examined the disparity in COVID-19 deaths associated with the factors such as age (>= 65 vs 0-64 years old groups), gender and the income level of districts (low income vs non-low income). The severe reporting delay (>10 days) was considered as the mediator for mediation analysis. A Cox proportional hazards regression model was constructed.
Results We found that CFR was 3.07% in the low-income region, twofold higher than 1.34% in the other regions. Although the severe reporting delay was associated with a hazard ratio (HR) of about 1.9, its mediation effect was only weakly present for age, but not for gender or income level. Hence, high CFR in Hong Kong was largely attributed to the direct effects of the elderly (HR 25.967; 95% CI 14.254 to 47.306) and low income (HR 1.558; 95% CI 1.122 to 2.164).
Conclusion The disparity in COVID-19 deaths between income regions is not due to reporting delays, but rather to health inequities in Hong Kong. These risks may persist after the discontinuation of test-and-trace measures and extend to other high-threat respiratory pathogens. Urgent actions are required to identify vulnerable groups in low-income regions and understand the underlying causes of health inequities.
Publisher: BMJ Publishing Group Ltd
Journal: BMJ open 
EISSN: 2044-6055
DOI: 10.1136/bmjopen-2023-078838
Rights: © Author(s) (or their employer(s)) 2024. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ.
Open access This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/.
The following publication Yuan H, Wong WH, Khairunnasa F, et alImpacts of income inequality and the mediation role of reporting delays on COVID-19 deaths during 2020 and 2021 in Hong Kong: an observational studyBMJ Open 2024;14:e078838 is available at https://doi.org/10.1136/bmjopen-2023-078838.
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