COVID-19;
spatio-temporal modeling;
areal unit data;
spatio-temporal generalized linear model;
Bayesian statistics;
D O I:
10.3390/e26060474
中图分类号:
O4 [物理学];
学科分类号:
0702 ;
摘要:
Amid the COVID-19 pandemic, understanding the spatial and temporal dynamics of the disease is crucial for effective public health interventions. This study aims to analyze COVID-19 data in Peru using a Bayesian spatio-temporal generalized linear model to elucidate mortality patterns and assess the impact of vaccination efforts. Leveraging data from 194 provinces over 651 days, our analysis reveals heterogeneous spatial and temporal patterns in COVID-19 mortality rates. Higher vaccination coverage is associated with reduced mortality rates, emphasizing the importance of vaccination in mitigating the pandemic's impact. The findings underscore the value of spatio-temporal data analysis in understanding disease dynamics and guiding targeted public health interventions.
机构:
Virginia Peninsula Community Coll, Dept Math, Hampton, VA 23666 USAVirginia Peninsula Community Coll, Dept Math, Hampton, VA 23666 USA
Indika, S. H. Sathish
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Diawara, Norou
Jeng, Hueiwang Anna
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Old Dominion Univ, Sch Community & Environm Hlth, Norfolk, VA 23529 USAVirginia Peninsula Community Coll, Dept Math, Hampton, VA 23666 USA
Jeng, Hueiwang Anna
Giles, Bridget D.
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机构:
Old Dominion Univ, Virginia Modeling Anal & Simulat Ctr, Hampton Rd Biomed Res Consortium Res, Suffolk, VA 23435 USAVirginia Peninsula Community Coll, Dept Math, Hampton, VA 23666 USA
Giles, Bridget D.
Gamage, Dilini S. K.
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Old Dominion Univ, Dept Math & Stat, Norfolk, VA 23529 USAVirginia Peninsula Community Coll, Dept Math, Hampton, VA 23666 USA
机构:
Univ Valencia, Dept Stat & Operat Res, Valencia, Spain
City Council Valencia, Stat Off, Valencia, SpainUniv Valencia, Dept Stat & Operat Res, Valencia, Spain
Briz-Redon, Alvaro
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Iftimi, Adina
Mateu, Jorge
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Univ Jaume 1, Dept Math, Castellon De La Plana, SpainUniv Valencia, Dept Stat & Operat Res, Valencia, Spain
Mateu, Jorge
Romero-Garcia, Carolina
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Gen Univ Hosp, Dept Anesthesia Crit Care & Pain Unit, Valencia, Spain
European Univ Valencia, Div Res Methodol, Valencia, SpainUniv Valencia, Dept Stat & Operat Res, Valencia, Spain
机构:
Germans Trias & Pujol Res Inst & Hosp IGTP, Biostat Support & Res Unit, Badalona, Barcelona, SpainGermans Trias & Pujol Res Inst & Hosp IGTP, Biostat Support & Res Unit, Badalona, Barcelona, Spain
Satorra, Pau
Tebe, Cristian
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Germans Trias & Pujol Res Inst & Hosp IGTP, Biostat Support & Res Unit, Badalona, Barcelona, SpainGermans Trias & Pujol Res Inst & Hosp IGTP, Biostat Support & Res Unit, Badalona, Barcelona, Spain
机构:
Univ Southampton, Southampton Stat Sci Res Inst, Southampton SO17 1BJ, Hants, EnglandUniv Southampton, Southampton Stat Sci Res Inst, Southampton SO17 1BJ, Hants, England
Sahu, Sujit K.
Bohning, Dankmar
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Univ Southampton, Southampton Stat Sci Res Inst, Southampton SO17 1BJ, Hants, EnglandUniv Southampton, Southampton Stat Sci Res Inst, Southampton SO17 1BJ, Hants, England