Regional contagion in health behaviors: evidence from COVID-19 vaccination modeling in England with social network theorem
被引:1
作者:
Li, Yiang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Dept Sociol Chicago, 1126,59th St, Chicago, IL 60637 USAUniv Chicago, Dept Sociol Chicago, 1126,59th St, Chicago, IL 60637 USA
Li, Yiang
[1
]
Zhou, Xingzuo
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h-index: 0
机构:
Univ Coll London UCL, Inst Global Hlth, 30 Guilford St, London WC1N 1EH, EnglandUniv Chicago, Dept Sociol Chicago, 1126,59th St, Chicago, IL 60637 USA
Zhou, Xingzuo
[2
]
Lyu, Zejian
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h-index: 0
机构:
Univ Chicago, Dept Sociol Chicago, 1126,59th St, Chicago, IL 60637 USAUniv Chicago, Dept Sociol Chicago, 1126,59th St, Chicago, IL 60637 USA
Lyu, Zejian
[1
]
机构:
[1] Univ Chicago, Dept Sociol Chicago, 1126,59th St, Chicago, IL 60637 USA
[2] Univ Coll London UCL, Inst Global Hlth, 30 Guilford St, London WC1N 1EH, England
来源:
JOURNAL OF COMPUTATIONAL SOCIAL SCIENCE
|
2024年
/
7卷
/
01期
关键词:
COVID-19;
Vaccination;
Social network;
Forecast;
Compartmental model;
Social Network Vaccination Rate (SNVR) model;
ASSOCIATIONS;
D O I:
10.1007/s42001-023-00232-9
中图分类号:
O1 [数学];
C [社会科学总论];
学科分类号:
03 ;
0303 ;
0701 ;
070101 ;
摘要:
Social contagion is a key mechanism that shapes health behaviors, but few studies have applied this approach at the regional level to examine how vaccination beliefs and rates vary and diffuse across geographic areas. Building upon the traditional SIR model, this paper addresses this gap by applying social network theory to a new compartmental model to simulate regional contagion in COVID-19 vaccination rates in England, using panel data of new and accumulated vaccination numbers from December 2020 to June 2022. This Social Network Vaccination Rate (SNVR) model estimates each region's initial and changing vaccination beliefs and their mutual influence on each other. The results reveal that remote regions had higher initial vaccination beliefs and stronger spillover effects on other regions such as London with more population diversity. The paper suggests that policies to increase vaccination rates should consider the heterogeneity and peer effects among regions that collectively affect vaccination beliefs. The paper also discusses the limitations of the network model and directions for future research.
机构:
Tel Aviv Univ, Sackler Fac Med, Dept Human Mol Genet & Biochem, IL-69978 Tel Aviv, IsraelTel Aviv Univ, Sackler Fac Med, Dept Human Mol Genet & Biochem, IL-69978 Tel Aviv, Israel
机构:
Univ Washington, Interdisciplinary Program PhD Urban Design & Plan, Seattle, WA 98195 USA
Univ Washington, Urban Form Lab, Dept Urban Design & Planning, Seattle, WA 98195 USAUniv Washington, Interdisciplinary Program PhD Urban Design & Plan, Seattle, WA 98195 USA
Huang, R.
;
Moudon, A. V.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Urban Form Lab, Dept Urban Design & Planning, Seattle, WA 98195 USAUniv Washington, Interdisciplinary Program PhD Urban Design & Plan, Seattle, WA 98195 USA
Moudon, A. V.
;
Cook, A. J.
论文数: 0引用数: 0
h-index: 0
机构:
Grp Hlth Res Inst, Biostat Unit, Seattle, WA USAUniv Washington, Interdisciplinary Program PhD Urban Design & Plan, Seattle, WA 98195 USA
Cook, A. J.
;
Drewnowski, A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Ctr Publ Hlth Nutr, Dept Epidemiol, Seattle, WA 98195 USAUniv Washington, Interdisciplinary Program PhD Urban Design & Plan, Seattle, WA 98195 USA
机构:
Univ Southern Calif, Dept Emergency Med, Keck Sch Med, Los Angeles, CA 90007 USA
Univ Southern Calif, Dept Populat & Publ Hlth Sci, Keck Sch Med, Los Angeles, CA 90007 USAUniv Southern Calif, Dept Emergency Med, Keck Sch Med, Los Angeles, CA 90007 USA
Lam, Chun Nok
;
Kaplan, Cameron
论文数: 0引用数: 0
h-index: 0
机构:
Univ Southern Calif, Dept Med, Keck Sch Med, Los Angeles, CA 90007 USA
USC Gehr Family Ctr Hlth Syst Sci & Innovat, Los Angeles, CA USAUniv Southern Calif, Dept Emergency Med, Keck Sch Med, Los Angeles, CA 90007 USA
Kaplan, Cameron
;
Saluja, Sonali
论文数: 0引用数: 0
h-index: 0
机构:
USC Gehr Family Ctr Hlth Syst Sci & Innovat, Los Angeles, CA USAUniv Southern Calif, Dept Emergency Med, Keck Sch Med, Los Angeles, CA 90007 USA
机构:
Tel Aviv Univ, Sackler Fac Med, Dept Human Mol Genet & Biochem, IL-69978 Tel Aviv, IsraelTel Aviv Univ, Sackler Fac Med, Dept Human Mol Genet & Biochem, IL-69978 Tel Aviv, Israel
机构:
Univ Washington, Interdisciplinary Program PhD Urban Design & Plan, Seattle, WA 98195 USA
Univ Washington, Urban Form Lab, Dept Urban Design & Planning, Seattle, WA 98195 USAUniv Washington, Interdisciplinary Program PhD Urban Design & Plan, Seattle, WA 98195 USA
Huang, R.
;
Moudon, A. V.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Urban Form Lab, Dept Urban Design & Planning, Seattle, WA 98195 USAUniv Washington, Interdisciplinary Program PhD Urban Design & Plan, Seattle, WA 98195 USA
Moudon, A. V.
;
Cook, A. J.
论文数: 0引用数: 0
h-index: 0
机构:
Grp Hlth Res Inst, Biostat Unit, Seattle, WA USAUniv Washington, Interdisciplinary Program PhD Urban Design & Plan, Seattle, WA 98195 USA
Cook, A. J.
;
Drewnowski, A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Ctr Publ Hlth Nutr, Dept Epidemiol, Seattle, WA 98195 USAUniv Washington, Interdisciplinary Program PhD Urban Design & Plan, Seattle, WA 98195 USA
机构:
Univ Southern Calif, Dept Emergency Med, Keck Sch Med, Los Angeles, CA 90007 USA
Univ Southern Calif, Dept Populat & Publ Hlth Sci, Keck Sch Med, Los Angeles, CA 90007 USAUniv Southern Calif, Dept Emergency Med, Keck Sch Med, Los Angeles, CA 90007 USA
Lam, Chun Nok
;
Kaplan, Cameron
论文数: 0引用数: 0
h-index: 0
机构:
Univ Southern Calif, Dept Med, Keck Sch Med, Los Angeles, CA 90007 USA
USC Gehr Family Ctr Hlth Syst Sci & Innovat, Los Angeles, CA USAUniv Southern Calif, Dept Emergency Med, Keck Sch Med, Los Angeles, CA 90007 USA
Kaplan, Cameron
;
Saluja, Sonali
论文数: 0引用数: 0
h-index: 0
机构:
USC Gehr Family Ctr Hlth Syst Sci & Innovat, Los Angeles, CA USAUniv Southern Calif, Dept Emergency Med, Keck Sch Med, Los Angeles, CA 90007 USA