Climatic factors influence the spread of COVID-19 in Russia
Pramanik, Malay1,2; Udmale, Parmeshwar1; Szabo, Sylvia1; Bisht, Praffulit2; Chowdhury, Koushik3; Pal, Indrajit1
2020-07
发表期刊INTERNATIONAL JOURNAL OF ENVIRONMENTAL HEALTH RESEARCH
ISSN0960-3123
EISSN1369-1619
摘要The study is the first attempt to assess the role of climatic predictors in the rise of COVID-19 intensity in the Russian climatic region. The study used the Random Forest algorithm to understand the underlying associations and monthly scenarios. The results show that temperature seasonality (29.2 +/- 0.9%) has the highest contribution for COVID-19 transmission in the humid continental region. In comparison, the diurnal temperature range (26.8 +/- 0.4%) and temperature seasonality (14.6 +/- 0.8%) had the highest impacts in the sub-arctic region. Our results also show that September and October have favorable climatic conditions for the COVID-19 spread in the sub-arctic and humid continental regions, respectively. From June to August, the high favorable zone for the spread of the disease will shift towards the sub-arctic region from the humid continental region. The study suggests that the government should implement strict measures for these months to prevent the second wave of COVID-19 outbreak in Russia.
关键词COVID-19 community transmission random forest model Russia transmission wave
DOI10.1080/09603123.2020.1793921
WOS关键词DIURNAL TEMPERATURE-RANGE ; RESPIRATORY-DISEASES ; RANDOM FOREST ; MORTALITY ; CORONAVIRUSES ; CHINA
WOS研究方向Environmental Sciences & Ecology ; Public, Environmental & Occupational Health
WOS类目Environmental Sciences ; Public, Environmental & Occupational Health
出版者TAYLOR & FRANCIS LTD
引用统计
文献类型期刊论文
专题新冠肺炎
循证社会科学证据集成
作者单位1.Asian Inst Technol AIT;
2.Jawaharlal Nehru Univ;
3.Indian Inst Technol Kharagpur
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GB/T 7714
Pramanik, Malay,Udmale, Parmeshwar,Szabo, Sylvia,et al. Climatic factors influence the spread of COVID-19 in Russia[J]. INTERNATIONAL JOURNAL OF ENVIRONMENTAL HEALTH RESEARCH,2020.
APA Pramanik, Malay,Udmale, Parmeshwar,Szabo, Sylvia,Bisht, Praffulit,Chowdhury, Koushik,&Pal, Indrajit.(2020).Climatic factors influence the spread of COVID-19 in Russia.INTERNATIONAL JOURNAL OF ENVIRONMENTAL HEALTH RESEARCH.
MLA Pramanik, Malay,et al."Climatic factors influence the spread of COVID-19 in Russia".INTERNATIONAL JOURNAL OF ENVIRONMENTAL HEALTH RESEARCH (2020).
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