共 69 条
Weather Variability and COVID-19 Transmission: A Review of Recent Research
被引:79
作者:

McClymont, Hannah
论文数: 0 引用数: 0
h-index: 0
机构:
Queensland Univ Technol, Inst Hlth & Biomed Innovat, Sch Publ Hlth & Social Work, Brisbane, Qld 4059, Australia Queensland Univ Technol, Inst Hlth & Biomed Innovat, Sch Publ Hlth & Social Work, Brisbane, Qld 4059, Australia

Hu, Wenbiao
论文数: 0 引用数: 0
h-index: 0
机构:
Queensland Univ Technol, Inst Hlth & Biomed Innovat, Sch Publ Hlth & Social Work, Brisbane, Qld 4059, Australia Queensland Univ Technol, Inst Hlth & Biomed Innovat, Sch Publ Hlth & Social Work, Brisbane, Qld 4059, Australia
机构:
[1] Queensland Univ Technol, Inst Hlth & Biomed Innovat, Sch Publ Hlth & Social Work, Brisbane, Qld 4059, Australia
关键词:
COVID-19;
weather;
temperature;
humidity;
precipitation;
wind speed;
seasonality;
INFECTIOUS-DISEASE SURVEILLANCE;
SEASONAL INFLUENZA;
VIRUS TRANSMISSION;
RELATIVE-HUMIDITY;
BIG DATA;
TEMPERATURE;
SURVIVAL;
D O I:
10.3390/ijerph18020396
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
Weather and climate play a significant role in infectious disease transmission, through changes to transmission dynamics, host susceptibility and virus survival in the environment. Exploring the association of weather variables and COVID-19 transmission is vital in understanding the potential for seasonality and future outbreaks and developing early warning systems. Previous research examined the effects of weather on COVID-19, but the findings appeared inconsistent. This review aims to summarize the currently available literature on the association between weather and COVID-19 incidence and provide possible suggestions for developing weather-based early warning system for COVID-19 transmission. Studies eligible for inclusion used ecological methods to evaluate associations between weather (i.e., temperature, humidity, wind speed and rainfall) and COVID-19 transmission. The review showed that temperature was reported as significant in the greatest number of studies, with COVID-19 incidence increasing as temperature decreased and the highest incidence reported in the temperature range of 0-17 degrees C. Humidity was also significantly associated with COVID-19 incidence, though the reported results were mixed, with studies reporting positive and negative correlation. A significant interaction between humidity and temperature was also reported. Wind speed and rainfall results were not consistent across studies. Weather variables including temperature and humidity can contribute to increased transmission of COVID-19, particularly in winter conditions through increased host susceptibility and viability of the virus. While there is less indication of an association with wind speed and rainfall, these may contribute to behavioral changes that decrease exposure and risk of infection. Understanding the implications of associations with weather variables and seasonal variations for monitoring and control of future outbreaks is essential for early warning systems.
引用
收藏
页码:1 / 19
页数:19
相关论文
共 69 条
[41]
Temperature significantly changes COVID-19 transmission in (sub) tropical cities of Brazil
[J].
Prata, David N.
;
Rodrigues, Waldecy
;
Bermejo, Paulo H.
.
SCIENCE OF THE TOTAL ENVIRONMENT,
2020, 729

Prata, David N.
论文数: 0 引用数: 0
h-index: 0
机构:
Fed Univ Tocantins, Inst Reg Dev, Grad Program Computat Modelling, Quadra 109 Norte, BR-77001090 Palmas, TO, Brazil Fed Univ Tocantins, Inst Reg Dev, Grad Program Computat Modelling, Quadra 109 Norte, BR-77001090 Palmas, TO, Brazil

Rodrigues, Waldecy
论文数: 0 引用数: 0
h-index: 0
机构:
Fed Univ Tocantins, Inst Reg Dev, Grad Program Computat Modelling, Quadra 109 Norte, BR-77001090 Palmas, TO, Brazil Fed Univ Tocantins, Inst Reg Dev, Grad Program Computat Modelling, Quadra 109 Norte, BR-77001090 Palmas, TO, Brazil

Bermejo, Paulo H.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Brasilia, Adm Dept, Brasilia, DF, Brazil Fed Univ Tocantins, Inst Reg Dev, Grad Program Computat Modelling, Quadra 109 Norte, BR-77001090 Palmas, TO, Brazil
[42]
COVID-19 transmission in Mainland China is associated with tempera- ture and humidity: A time -series analysis
[J].
Qi, Hongchao
;
Xiao, Shuang
;
Shi, Runye
;
Ward, Michael P.
;
Chen, Yue
;
Tu, Wei
;
Su, Qing
;
Wang, Wenge
;
Wang, Xinyi
;
Zhang, Zhijie
.
SCIENCE OF THE TOTAL ENVIRONMENT,
2020, 728

Qi, Hongchao
论文数: 0 引用数: 0
h-index: 0
机构:
Fudan Univ, Dept Epidemiol & Hlth Stat, Shanghai, Peoples R China
Erasmus MC, Dept Biostat, Rotterdam, Netherlands Fudan Univ, Dept Epidemiol & Hlth Stat, Shanghai, Peoples R China

Xiao, Shuang
论文数: 0 引用数: 0
h-index: 0
机构:
Fudan Univ, Dept Epidemiol & Hlth Stat, Shanghai, Peoples R China Fudan Univ, Dept Epidemiol & Hlth Stat, Shanghai, Peoples R China

Shi, Runye
论文数: 0 引用数: 0
h-index: 0
机构:
Fudan Univ, Dept Epidemiol & Hlth Stat, Shanghai, Peoples R China Fudan Univ, Dept Epidemiol & Hlth Stat, Shanghai, Peoples R China

Ward, Michael P.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Sydney, Sydney Sch Vet Sci, Camden, NSW, Australia Fudan Univ, Dept Epidemiol & Hlth Stat, Shanghai, Peoples R China

Chen, Yue
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Ottawa, Fac Med, Dept Epidemiol & Community Med, 451 Smyth Rd, Ottawa, ON, Canada Fudan Univ, Dept Epidemiol & Hlth Stat, Shanghai, Peoples R China

Tu, Wei
论文数: 0 引用数: 0
h-index: 0
机构:
Georgia Southern Univ, Dept Geol & Geog, Statesboro, GA 30460 USA Fudan Univ, Dept Epidemiol & Hlth Stat, Shanghai, Peoples R China

Su, Qing
论文数: 0 引用数: 0
h-index: 0
机构:
Fudan Univ, Dept Epidemiol & Hlth Stat, Shanghai, Peoples R China Fudan Univ, Dept Epidemiol & Hlth Stat, Shanghai, Peoples R China

Wang, Wenge
论文数: 0 引用数: 0
h-index: 0
机构:
Fudan Univ, Dept Epidemiol & Hlth Stat, Shanghai, Peoples R China Fudan Univ, Dept Epidemiol & Hlth Stat, Shanghai, Peoples R China

Wang, Xinyi
论文数: 0 引用数: 0
h-index: 0
机构:
Fudan Univ, Dept Epidemiol & Hlth Stat, Shanghai, Peoples R China Fudan Univ, Dept Epidemiol & Hlth Stat, Shanghai, Peoples R China

Zhang, Zhijie
论文数: 0 引用数: 0
h-index: 0
机构:
Fudan Univ, Dept Epidemiol & Hlth Stat, Shanghai, Peoples R China Fudan Univ, Dept Epidemiol & Hlth Stat, Shanghai, Peoples R China
[43]
The effect of temperature on persistence of SARS-CoV-2 on common surfaces
[J].
Riddell, Shane
;
Goldie, Sarah
;
Hill, Andrew
;
Eagles, Debbie
;
Drew, Trevor W.
.
VIROLOGY JOURNAL,
2020, 17 (01)

Riddell, Shane
论文数: 0 引用数: 0
h-index: 0
机构:
CSIRO, Commonwealth Sci & Ind Res Org, Australian Ctr Dis Preparedness, Geelong, Vic, Australia CSIRO, Commonwealth Sci & Ind Res Org, Australian Ctr Dis Preparedness, Geelong, Vic, Australia

Goldie, Sarah
论文数: 0 引用数: 0
h-index: 0
机构:
CSIRO, Commonwealth Sci & Ind Res Org, Australian Ctr Dis Preparedness, Geelong, Vic, Australia CSIRO, Commonwealth Sci & Ind Res Org, Australian Ctr Dis Preparedness, Geelong, Vic, Australia

Hill, Andrew
论文数: 0 引用数: 0
h-index: 0
机构:
CSIRO, Commonwealth Sci & Ind Res Org, Australian Ctr Dis Preparedness, Geelong, Vic, Australia CSIRO, Commonwealth Sci & Ind Res Org, Australian Ctr Dis Preparedness, Geelong, Vic, Australia

Eagles, Debbie
论文数: 0 引用数: 0
h-index: 0
机构:
CSIRO, Commonwealth Sci & Ind Res Org, Australian Ctr Dis Preparedness, Geelong, Vic, Australia CSIRO, Commonwealth Sci & Ind Res Org, Australian Ctr Dis Preparedness, Geelong, Vic, Australia

Drew, Trevor W.
论文数: 0 引用数: 0
h-index: 0
机构:
CSIRO, Commonwealth Sci & Ind Res Org, Australian Ctr Dis Preparedness, Geelong, Vic, Australia CSIRO, Commonwealth Sci & Ind Res Org, Australian Ctr Dis Preparedness, Geelong, Vic, Australia
[44]
Quantifying the role of weather on seasonal influenza
[J].
Roussel, Marion
;
Pontier, Dominique
;
Cohen, Jean-Marie
;
Lina, Bruno
;
Fouchet, David
.
BMC PUBLIC HEALTH,
2016, 16

Roussel, Marion
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Lyon 1, CNRS, UMR 5558, Biometry & Evolutionary Biol Lab, Bat Gregor Mendel 43 Bd 11 Novembre 1918, F-69622 Villeurbanne, France
Univ Lyon, LabEx ECOFECT, Ecoevolutionary Dynam Infect Dis, Lyon, France Univ Lyon 1, CNRS, UMR 5558, Biometry & Evolutionary Biol Lab, Bat Gregor Mendel 43 Bd 11 Novembre 1918, F-69622 Villeurbanne, France

Pontier, Dominique
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Lyon 1, CNRS, UMR 5558, Biometry & Evolutionary Biol Lab, Bat Gregor Mendel 43 Bd 11 Novembre 1918, F-69622 Villeurbanne, France
Univ Lyon, LabEx ECOFECT, Ecoevolutionary Dynam Infect Dis, Lyon, France Univ Lyon 1, CNRS, UMR 5558, Biometry & Evolutionary Biol Lab, Bat Gregor Mendel 43 Bd 11 Novembre 1918, F-69622 Villeurbanne, France

Cohen, Jean-Marie
论文数: 0 引用数: 0
h-index: 0
机构:
OPEN ROME, Paris, France Univ Lyon 1, CNRS, UMR 5558, Biometry & Evolutionary Biol Lab, Bat Gregor Mendel 43 Bd 11 Novembre 1918, F-69622 Villeurbanne, France

论文数: 引用数:
h-index:
机构:

Fouchet, David
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Lyon 1, CNRS, UMR 5558, Biometry & Evolutionary Biol Lab, Bat Gregor Mendel 43 Bd 11 Novembre 1918, F-69622 Villeurbanne, France
Univ Lyon, LabEx ECOFECT, Ecoevolutionary Dynam Infect Dis, Lyon, France Univ Lyon 1, CNRS, UMR 5558, Biometry & Evolutionary Biol Lab, Bat Gregor Mendel 43 Bd 11 Novembre 1918, F-69622 Villeurbanne, France
[45]
SARS-Cov-2RNA found on particulate matter of Bergamo in Northern Italy: First evidence
[J].
Setti, Leonardo
;
Passarini, Fabrizio
;
De Gennaro, Gianluigi
;
Barbieri, Pierluigi
;
Perrone, Maria Grazia
;
Borelli, Massimo
;
Palmisani, Jolanda
;
Di Gilio, Alessia
;
Torboli, Valentina
;
Fontana, Francesco
;
Clemente, Libera
;
Pallavicini, Alberto
;
Ruscio, Maurizio
;
Piscitelli, Prisco
;
Miani, Alessandro
.
ENVIRONMENTAL RESEARCH,
2020, 188

论文数: 引用数:
h-index:
机构:

Passarini, Fabrizio
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Bologna, Interdept Ctr Ind Res Renewable Sources Environm, Rimini, Italy Univ Bologna, Dept Ind Chem, Viale Risorgimento 4, I-40136 Bologna, Italy

De Gennaro, Gianluigi
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Aldo Moro Bari, Dept Biol, Bari, Italy Univ Bologna, Dept Ind Chem, Viale Risorgimento 4, I-40136 Bologna, Italy

Barbieri, Pierluigi
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Trieste, Dept Chem & Pharmaceut Sci, Trieste, Italy Univ Bologna, Dept Ind Chem, Viale Risorgimento 4, I-40136 Bologna, Italy

Perrone, Maria Grazia
论文数: 0 引用数: 0
h-index: 0
机构:
TCR TECORA, Environm Res Div, Milan, Italy Univ Bologna, Dept Ind Chem, Viale Risorgimento 4, I-40136 Bologna, Italy

论文数: 引用数:
h-index:
机构:

Palmisani, Jolanda
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Aldo Moro Bari, Dept Biol, Bari, Italy Univ Bologna, Dept Ind Chem, Viale Risorgimento 4, I-40136 Bologna, Italy

Di Gilio, Alessia
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Aldo Moro Bari, Dept Biol, Bari, Italy Univ Bologna, Dept Ind Chem, Viale Risorgimento 4, I-40136 Bologna, Italy

Torboli, Valentina
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Trieste, Dept Life Sci, Trieste, Italy Univ Bologna, Dept Ind Chem, Viale Risorgimento 4, I-40136 Bologna, Italy

Fontana, Francesco
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Hosp Giuliano Isontina ASU GI, Div Lab Med, Trieste, Italy Univ Bologna, Dept Ind Chem, Viale Risorgimento 4, I-40136 Bologna, Italy

Clemente, Libera
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Hosp Giuliano Isontina ASU GI, Div Lab Med, Trieste, Italy Univ Bologna, Dept Ind Chem, Viale Risorgimento 4, I-40136 Bologna, Italy

Pallavicini, Alberto
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Trieste, Dept Life Sci, Trieste, Italy Univ Bologna, Dept Ind Chem, Viale Risorgimento 4, I-40136 Bologna, Italy

Ruscio, Maurizio
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Hosp Giuliano Isontina ASU GI, Div Lab Med, Trieste, Italy Univ Bologna, Dept Ind Chem, Viale Risorgimento 4, I-40136 Bologna, Italy

Piscitelli, Prisco
论文数: 0 引用数: 0
h-index: 0
机构:
Italian Soc Environm Med SIMA, Milan, Italy Univ Bologna, Dept Ind Chem, Viale Risorgimento 4, I-40136 Bologna, Italy

Miani, Alessandro
论文数: 0 引用数: 0
h-index: 0
机构:
Italian Soc Environm Med SIMA, Milan, Italy
Univ Milan, Dept Environm Sci & Policy, Milan, Italy Univ Bologna, Dept Ind Chem, Viale Risorgimento 4, I-40136 Bologna, Italy
[46]
Absolute humidity modulates influenza survival, transmission, and seasonality
[J].
Shaman, Jeffrey
;
Kohn, Melvin
.
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA,
2009, 106 (09)
:3243-3248

Shaman, Jeffrey
论文数: 0 引用数: 0
h-index: 0
机构:
Oregon State Univ, Coll Ocean & Atmospher Sci, Corvallis, OR 97331 USA Oregon State Univ, Coll Ocean & Atmospher Sci, Corvallis, OR 97331 USA

Kohn, Melvin
论文数: 0 引用数: 0
h-index: 0
机构:
Oregon Dept Hlth Serv, Publ Hlth Div, Portland, OR 97232 USA Oregon State Univ, Coll Ocean & Atmospher Sci, Corvallis, OR 97331 USA
[47]
Impact of temperature on the dynamics of the COVID-19 outbreak in China
[J].
Shi, Peng
;
Dong, Yinqiao
;
Yan, Huanchang
;
Zhao, Chenkai
;
Li, Xiaoyang
;
Liu, Wei
;
He, Miao
;
Tang, Shixing
;
Xi, Shuhua
.
SCIENCE OF THE TOTAL ENVIRONMENT,
2020, 728

论文数: 引用数:
h-index:
机构:

Dong, Yinqiao
论文数: 0 引用数: 0
h-index: 0
机构:
China Med Univ, Sch Publ Hlth, Dept Occupat Hlth, Shenyang, Peoples R China China Med Univ, Sch Publ Hlth, Dept Environm Hlth, 77 Puhe Rd, Shenyang, Liaoning, Peoples R China

Yan, Huanchang
论文数: 0 引用数: 0
h-index: 0
机构:
Southern Med Univ, Sch Publ Hlth, Dept Epidemiol, Guangzhou, Peoples R China China Med Univ, Sch Publ Hlth, Dept Environm Hlth, 77 Puhe Rd, Shenyang, Liaoning, Peoples R China

Zhao, Chenkai
论文数: 0 引用数: 0
h-index: 0
机构:
China Med Univ, Sch Publ Hlth, Dept Environm Hlth, 77 Puhe Rd, Shenyang, Liaoning, Peoples R China China Med Univ, Sch Publ Hlth, Dept Environm Hlth, 77 Puhe Rd, Shenyang, Liaoning, Peoples R China

Li, Xiaoyang
论文数: 0 引用数: 0
h-index: 0
机构:
China Med Univ, Sch Publ Hlth, Dept Environm Hlth, 77 Puhe Rd, Shenyang, Liaoning, Peoples R China China Med Univ, Sch Publ Hlth, Dept Environm Hlth, 77 Puhe Rd, Shenyang, Liaoning, Peoples R China

Liu, Wei
论文数: 0 引用数: 0
h-index: 0
机构:
China Med Univ, Sch Publ Hlth, Dept Environm Hlth, 77 Puhe Rd, Shenyang, Liaoning, Peoples R China China Med Univ, Sch Publ Hlth, Dept Environm Hlth, 77 Puhe Rd, Shenyang, Liaoning, Peoples R China

He, Miao
论文数: 0 引用数: 0
h-index: 0
机构:
China Med Univ, Sch Publ Hlth, Dept Environm Hlth, 77 Puhe Rd, Shenyang, Liaoning, Peoples R China China Med Univ, Sch Publ Hlth, Dept Environm Hlth, 77 Puhe Rd, Shenyang, Liaoning, Peoples R China

Tang, Shixing
论文数: 0 引用数: 0
h-index: 0
机构:
Southern Med Univ, Sch Publ Hlth, Dept Epidemiol, Guangzhou, Peoples R China China Med Univ, Sch Publ Hlth, Dept Environm Hlth, 77 Puhe Rd, Shenyang, Liaoning, Peoples R China

Xi, Shuhua
论文数: 0 引用数: 0
h-index: 0
机构:
China Med Univ, Sch Publ Hlth, Dept Environm Hlth, 77 Puhe Rd, Shenyang, Liaoning, Peoples R China China Med Univ, Sch Publ Hlth, Dept Environm Hlth, 77 Puhe Rd, Shenyang, Liaoning, Peoples R China
[48]
Infectious Disease Surveillance in the Big Data Era: Towards Faster and Locally Relevant Systems
[J].
Simonsen, Lone
;
Gog, Julia R.
;
Olson, Don
;
Viboud, Cecile
.
JOURNAL OF INFECTIOUS DISEASES,
2016, 214
:S380-S385

Simonsen, Lone
论文数: 0 引用数: 0
h-index: 0
机构:
US NIH, Div Int Epidemiol & Populat Studies, Fogarty Int Ctr, Bethesda, MD USA
Univ Copenhagen, Dept Publ Hlth, Copenhagen, Denmark US NIH, Div Int Epidemiol & Populat Studies, Fogarty Int Ctr, Bethesda, MD USA

Gog, Julia R.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Cambridge, Dept Appl Math & Theoret Phys, Cambridge, England US NIH, Div Int Epidemiol & Populat Studies, Fogarty Int Ctr, Bethesda, MD USA

Olson, Don
论文数: 0 引用数: 0
h-index: 0
机构:
US NIH, Div Int Epidemiol & Populat Studies, Fogarty Int Ctr, Bethesda, MD USA US NIH, Div Int Epidemiol & Populat Studies, Fogarty Int Ctr, Bethesda, MD USA

Viboud, Cecile
论文数: 0 引用数: 0
h-index: 0
机构:
US NIH, Div Int Epidemiol & Populat Studies, Fogarty Int Ctr, Bethesda, MD USA US NIH, Div Int Epidemiol & Populat Studies, Fogarty Int Ctr, Bethesda, MD USA
[49]
Winter Is Coming: A Southern Hemisphere Perspective of the Environmental Drivers of SARS-CoV-2 and the Potential Seasonality of COVID-19
[J].
Smit, Albertus J.
;
Fitchett, Jennifer M.
;
Engelbrecht, Francois A.
;
Scholes, Robert J.
;
Dzhivhuho, Godfrey
;
Sweijd, Neville A.
.
INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH,
2020, 17 (16)
:1-28

论文数: 引用数:
h-index:
机构:

Fitchett, Jennifer M.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Witwatersrand, Sch Geog Archaeol & Environm Studies, ZA-2050 Johannesburg, South Africa Univ Western Cape, Dept Biodivers & Conservat Biol, ZA-7535 Cape Town, South Africa

Engelbrecht, Francois A.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Witwatersrand, Global Change Inst, ZA-2050 Johannesburg, South Africa Univ Western Cape, Dept Biodivers & Conservat Biol, ZA-7535 Cape Town, South Africa

Scholes, Robert J.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Witwatersrand, Global Change Inst, ZA-2050 Johannesburg, South Africa Univ Western Cape, Dept Biodivers & Conservat Biol, ZA-7535 Cape Town, South Africa

Dzhivhuho, Godfrey
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Virginia, Myles H Thaler Ctr AIDS & Human Retrovirus Res, Dept Microbiol Immunol & Canc Biol, Charlottesville, VA 22903 USA Univ Western Cape, Dept Biodivers & Conservat Biol, ZA-7535 Cape Town, South Africa

Sweijd, Neville A.
论文数: 0 引用数: 0
h-index: 0
机构:
Council Sci & Ind Res CSIR, Alliance Collaborat Climate & Earth Syst Sci ACCE, ZA-0001 Pretoria, South Africa Univ Western Cape, Dept Biodivers & Conservat Biol, ZA-7535 Cape Town, South Africa
[50]
Association between climate variables and global transmission oF SARS-CoV-2
[J].
Sobral, Marcos Felipe Falcao
;
Duarte, Gisleia Benini
;
Gomes da Penha Sobral, Ana Iza
;
Monteiro Marinho, Marcelo Luiz
;
Melo, Andre de Souza
.
SCIENCE OF THE TOTAL ENVIRONMENT,
2020, 729

Sobral, Marcos Felipe Falcao
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Fed Rural Pernambuco, Dept Adm, Ave Dom Manoel de Medeiros S-N, Recife, PE, Brazil Univ Fed Rural Pernambuco, Dept Adm, Ave Dom Manoel de Medeiros S-N, Recife, PE, Brazil

Duarte, Gisleia Benini
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Fed Rural Pernambuco, Dept Econ, Ave Dom Manoel de Medeiros S-N, Recife, PE, Brazil Univ Fed Rural Pernambuco, Dept Adm, Ave Dom Manoel de Medeiros S-N, Recife, PE, Brazil

Gomes da Penha Sobral, Ana Iza
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Fed Pernambuco, Dept Psicol Cognit, Av Prof Moraes Rego 1235,Cidade Univ, BR-50670901 Recife, PE, Brazil Univ Fed Rural Pernambuco, Dept Adm, Ave Dom Manoel de Medeiros S-N, Recife, PE, Brazil

Monteiro Marinho, Marcelo Luiz
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Fed Rural Pernambuco, Dept Comp, Ave Dom Manoel de Medeiros S-N, Recife, PE, Brazil Univ Fed Rural Pernambuco, Dept Adm, Ave Dom Manoel de Medeiros S-N, Recife, PE, Brazil

Melo, Andre de Souza
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Fed Rural Pernambuco, Dept Econ, Ave Dom Manoel de Medeiros S-N, Recife, PE, Brazil Univ Fed Rural Pernambuco, Dept Adm, Ave Dom Manoel de Medeiros S-N, Recife, PE, Brazil