Factors associated with lifestyle and diet in heart failure mortality

With the expansion of COVID-19, the number of deaths from cardiac disease is rising. Due to advancements in healthcare infrastructure, the mortality rate from heart disease is trending downward in emerging nations. Age, serum creatinine, and serum sodium were significant according to the Chi-square...

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Main Author: Lau, Cheng Cheng
Format: Final Year Project / Dissertation / Thesis
Published: 2022
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Online Access:http://eprints.utar.edu.my/4974/1/LAU_CHENG_CHENG.pdf
http://eprints.utar.edu.my/4974/
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author Lau, Cheng Cheng
author_facet Lau, Cheng Cheng
author_sort Lau, Cheng Cheng
building UTAR Library
collection Institutional Repository
content_provider Universiti Tunku Abdul Rahman
content_source UTAR Institutional Repository
continent Asia
country Malaysia
description With the expansion of COVID-19, the number of deaths from cardiac disease is rising. Due to advancements in healthcare infrastructure, the mortality rate from heart disease is trending downward in emerging nations. Age, serum creatinine, and serum sodium were significant according to the Chi-square test utilised in this investigation. The ANOVA test, in contrast, revealed important variables such as age, creatinine phosphokinase, ejection fraction, and platelets. Due to the low corrected R2 value, analysis using linear regression is not promising. However, the analysis using logistic regression yields rather encouraging results, attaining an accuracy of 87.8 percent with the help of adjusted MAPR2 = 0.392 and Hosmer-Lemeshow p-value > 0.05. This logistic model is built from the risk factor ejection fraction, serum creatinine, serum sodium, age and time to predict mortality for heart failure sufferers.
format Final Year Project / Dissertation / Thesis
id my-utar-eprints.4974
institution Universiti Tunku Abdul Rahman
publishDate 2022
record_format eprints
spelling my-utar-eprints.49742022-12-29T14:11:52Z Factors associated with lifestyle and diet in heart failure mortality Lau, Cheng Cheng QA Mathematics With the expansion of COVID-19, the number of deaths from cardiac disease is rising. Due to advancements in healthcare infrastructure, the mortality rate from heart disease is trending downward in emerging nations. Age, serum creatinine, and serum sodium were significant according to the Chi-square test utilised in this investigation. The ANOVA test, in contrast, revealed important variables such as age, creatinine phosphokinase, ejection fraction, and platelets. Due to the low corrected R2 value, analysis using linear regression is not promising. However, the analysis using logistic regression yields rather encouraging results, attaining an accuracy of 87.8 percent with the help of adjusted MAPR2 = 0.392 and Hosmer-Lemeshow p-value > 0.05. This logistic model is built from the risk factor ejection fraction, serum creatinine, serum sodium, age and time to predict mortality for heart failure sufferers. 2022 Final Year Project / Dissertation / Thesis NonPeerReviewed application/pdf http://eprints.utar.edu.my/4974/1/LAU_CHENG_CHENG.pdf Lau, Cheng Cheng (2022) Factors associated with lifestyle and diet in heart failure mortality. Master dissertation/thesis, UTAR. http://eprints.utar.edu.my/4974/
spellingShingle QA Mathematics
Lau, Cheng Cheng
Factors associated with lifestyle and diet in heart failure mortality
title Factors associated with lifestyle and diet in heart failure mortality
title_full Factors associated with lifestyle and diet in heart failure mortality
title_fullStr Factors associated with lifestyle and diet in heart failure mortality
title_full_unstemmed Factors associated with lifestyle and diet in heart failure mortality
title_short Factors associated with lifestyle and diet in heart failure mortality
title_sort factors associated with lifestyle and diet in heart failure mortality
topic QA Mathematics
url http://eprints.utar.edu.my/4974/1/LAU_CHENG_CHENG.pdf
http://eprints.utar.edu.my/4974/
url_provider http://eprints.utar.edu.my