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运用包含社会经济价值观的多元回归分析解读新冠疫苗接种犹豫现象

Decoding COVID-19 Vaccine Hesitancy Using Multiple Regression Analysis with Socioeconomic Values.

作者信息

Lu Wei, Xue Ling, Shorten Bria

机构信息

Department of Computer Science, Keene State College, USNH, Keene NH, The University System of New Hampshire.

Department of Health Management and Policy, University of New Hampshire, USNH, Durham NH.

出版信息

Proc Int Conf Adv Inf Netw Appl. 2023;655:649-659. doi: 10.1007/978-3-031-28694-0_61. Epub 2023 Mar 15.

Abstract

With the growth and development of COVID-19 and its variants, reaching a level of herd immunity is critically important for national security in public health. To deal with COVID-19, the United States has implemented phased plans to distribute COVID-19 vaccines. As of November 2022, over 80% of Americans had received their first shot to guard against COVID-19, and 68.6% were considered fully vaccinated, according to the dataset provided by CDC. However, a significant number of American people still hesitate to receive a shot of the COVID-19 vaccine. This paper aims to demystify COVID-19 vaccine hesitancy by analyzing various socioeconomic characteristics among individuals and communities, including unemployment rate, age groups, median household income, and education level. A multiple regression modeling and data visualization analysis show patterns with an increasing trend of vaccine hesitancy associated with a lower median household income, a younger age group, and a lower education level, which would help policymakers to make policies accordingly to target vaccine support information and remove this hurdle to end the COVID-19 pandemic effectively.

摘要

随着新冠病毒及其变种的传播与演变,实现群体免疫对于公共卫生领域的国家安全至关重要。为应对新冠疫情,美国已实施分阶段计划来分发新冠疫苗。根据美国疾病控制与预防中心(CDC)提供的数据,截至2022年11月,超过80%的美国人已接种第一剂新冠疫苗以预防感染,68.6%的人被视为已完全接种。然而,仍有相当数量的美国民众对接种新冠疫苗犹豫不决。本文旨在通过分析个人和社区的各种社会经济特征,包括失业率、年龄组、家庭收入中位数和教育水平,来揭开新冠疫苗犹豫现象的神秘面纱。多元回归建模和数据可视化分析显示,疫苗犹豫呈上升趋势,与较低的家庭收入中位数、较年轻的年龄组以及较低的教育水平相关,这将有助于政策制定者据此制定政策,以针对性地提供疫苗支持信息,消除这一障碍,从而有效终结新冠疫情。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5aaa/10505076/a5767b44aa0b/nihms-1928998-f0001.jpg

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COVID-19 vaccine hesitancy: Race/ethnicity, trust, and fear.COVID-19 疫苗犹豫:种族/民族、信任和恐惧。
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Vaccine hesitancy: the next challenge in the fight against COVID-19.疫苗犹豫:抗击 COVID-19 面临的下一个挑战。
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