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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| Format: | Final Year Project / Dissertation / Thesis |
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2022
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| Online Access: | http://eprints.utar.edu.my/4974/ http://eprints.utar.edu.my/4974/1/LAU_CHENG_CHENG.pdf |
| _version_ | 1848886292006305792 |
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| author | Lau, Cheng Cheng |
| author_facet | Lau, Cheng Cheng |
| author_sort | Lau, Cheng Cheng |
| building | UTAR Institutional Repository |
| collection | Online Access |
| 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. |
| first_indexed | 2025-11-15T19:36:10Z |
| format | Final Year Project / Dissertation / Thesis |
| id | utar-4974 |
| institution | Universiti Tunku Abdul Rahman |
| institution_category | Local University |
| last_indexed | 2025-11-15T19:36:10Z |
| publishDate | 2022 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | utar-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/ http://eprints.utar.edu.my/4974/1/LAU_CHENG_CHENG.pdf |