Modelling hand, foot and mouth disease in Malaysia using generalized linear models

HFMD is an infection which caused by a group of enteroviruses, both Coxsackievirus A16(CA16) and Enterovirus-71(EV71) are the two major pathogens of this disease. People at all ages exposed to HFMD but children of age 5 years and younger is the riskiest group because they have no immunity to the vir...

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Main Author: Tay, Hui Shien
Format: Thesis
Language:English
Published: 2019
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Online Access:http://eprints.utm.my/id/eprint/102418/1/TayHuiShienMFS2019.pdf.pdf
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spelling my.utm.1024182023-08-28T06:28:41Z http://eprints.utm.my/id/eprint/102418/ Modelling hand, foot and mouth disease in Malaysia using generalized linear models Tay, Hui Shien QA Mathematics HFMD is an infection which caused by a group of enteroviruses, both Coxsackievirus A16(CA16) and Enterovirus-71(EV71) are the two major pathogens of this disease. People at all ages exposed to HFMD but children of age 5 years and younger is the riskiest group because they have no immunity to the viruses yet. The disease causes children fever, malaise, poor appetite and ulcers in the mouth. There is no specific treatment for HFMD, the general treatment is to cure fever and treat the ulcers to reduce the pains. HFMD is an endemic in Malaysia but this disease is not extensively studied in Malaysia. Several researches focus on the pathological and diagnostic aspects of HFMD but there is a lack of research in studying the interaction between HFMD and weather in Malaysia. Although HFMD incidences were being notified continuously and HFMD outbreak occurred few years repeatedly in Malaysia, the study regarding HFMD is limited and not much information can be obtained. Hence, this research aims to model the association between HFMD incidences and climate in Selangor using Generalized Linear Models. Descriptive analysis, Mann Kendall trend test, Pearson correlation coefficient, Poisson regression and Negative Binomial regression modelling were applied in this study in order to achieve the research objectives. Then, the best model was selected by comparing the values of AIC and underwent model adequacy test. The finding showed that the number of HFMD incidences was related positively to temperature and cumulative rainfall. Specifically, the modelling demonstrated that increase in mean temperature increase the risk of HFMD infection and the higher weekly cumulative rainfall corresponded to higher weekly HFMD cases. From the finding of this study, authority can set up a proper warning system on the possible HFMD outbreak to community when there is an increase in rainfall and temperature. With this information, HFMD transmission could potentially be monitored and hence the HFMD infection can be prevented and reduced. This study is useful for government to increase the public awareness and give a global warning which possibly to reduce the infection cases. 2019 Thesis NonPeerReviewed application/pdf en http://eprints.utm.my/id/eprint/102418/1/TayHuiShienMFS2019.pdf.pdf Tay, Hui Shien (2019) Modelling hand, foot and mouth disease in Malaysia using generalized linear models. Masters thesis, Universiti Teknologi Malaysia. http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:146333
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic QA Mathematics
spellingShingle QA Mathematics
Tay, Hui Shien
Modelling hand, foot and mouth disease in Malaysia using generalized linear models
description HFMD is an infection which caused by a group of enteroviruses, both Coxsackievirus A16(CA16) and Enterovirus-71(EV71) are the two major pathogens of this disease. People at all ages exposed to HFMD but children of age 5 years and younger is the riskiest group because they have no immunity to the viruses yet. The disease causes children fever, malaise, poor appetite and ulcers in the mouth. There is no specific treatment for HFMD, the general treatment is to cure fever and treat the ulcers to reduce the pains. HFMD is an endemic in Malaysia but this disease is not extensively studied in Malaysia. Several researches focus on the pathological and diagnostic aspects of HFMD but there is a lack of research in studying the interaction between HFMD and weather in Malaysia. Although HFMD incidences were being notified continuously and HFMD outbreak occurred few years repeatedly in Malaysia, the study regarding HFMD is limited and not much information can be obtained. Hence, this research aims to model the association between HFMD incidences and climate in Selangor using Generalized Linear Models. Descriptive analysis, Mann Kendall trend test, Pearson correlation coefficient, Poisson regression and Negative Binomial regression modelling were applied in this study in order to achieve the research objectives. Then, the best model was selected by comparing the values of AIC and underwent model adequacy test. The finding showed that the number of HFMD incidences was related positively to temperature and cumulative rainfall. Specifically, the modelling demonstrated that increase in mean temperature increase the risk of HFMD infection and the higher weekly cumulative rainfall corresponded to higher weekly HFMD cases. From the finding of this study, authority can set up a proper warning system on the possible HFMD outbreak to community when there is an increase in rainfall and temperature. With this information, HFMD transmission could potentially be monitored and hence the HFMD infection can be prevented and reduced. This study is useful for government to increase the public awareness and give a global warning which possibly to reduce the infection cases.
format Thesis
author Tay, Hui Shien
author_facet Tay, Hui Shien
author_sort Tay, Hui Shien
title Modelling hand, foot and mouth disease in Malaysia using generalized linear models
title_short Modelling hand, foot and mouth disease in Malaysia using generalized linear models
title_full Modelling hand, foot and mouth disease in Malaysia using generalized linear models
title_fullStr Modelling hand, foot and mouth disease in Malaysia using generalized linear models
title_full_unstemmed Modelling hand, foot and mouth disease in Malaysia using generalized linear models
title_sort modelling hand, foot and mouth disease in malaysia using generalized linear models
publishDate 2019
url http://eprints.utm.my/id/eprint/102418/1/TayHuiShienMFS2019.pdf.pdf
http://eprints.utm.my/id/eprint/102418/
http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:146333
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score 13.2014675