Determining Significant Risk Factors for Preventing Elderly People with Hypertension from Cardiovascular Disease Complication Using Maximum Objective Distance
Autor: | Supansa Chaising, Punnarumol Temdee |
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Rok vydání: | 2020 |
Předmět: |
Population ageing
Computer science Critical factors 020206 networking & telecommunications 02 engineering and technology Disease Computer Science Applications Total cholesterol Environmental health 0202 electrical engineering electronic engineering information engineering Elderly people 020201 artificial intelligence & image processing Significant risk Electrical and Electronic Engineering Body mass index Disease complication Lipoprotein cholesterol |
Zdroj: | Wireless Personal Communications. 115:3099-3122 |
ISSN: | 1572-834X 0929-6212 |
DOI: | 10.1007/s11277-020-07195-4 |
Popis: | With the increasing aging population worldwide, cardiovascular disease (CVD) has become the leading cause of disability and death. Hypertension is one of the most critical factors causing CVD complication. Determining risk factors of hypertension is extremely important for preventing elderly people with hypertension from CVD complication. Accordingly, this study proposes a new measurement so-called objective distance that is influenced by the significant risk factors of hypertension development. The assumption is made that the maximum objective distance is derived from significant risk factors. This study employs the secondary data of 121 elderly people aged 65 and over, derived from hospitals in Chiang Rai, Thailand. The gathered data contains all potential risk factors of hypertension development, including total cholesterol (TC), low-density lipoprotein cholesterol (LDL-C), high-density lipoprotein cholesterol (HDL-C), physical activity, smoking, medication adherence, and body mass index. The decision tree is employed in this study for determining the significant risk factors in order to verify the proposed assumption. The results show that the obtained significant risk factors are TC, LDL-C, HDL-C, physical activity, and smoking. Importantly, the combination of obtained significant risk factors provides the maximum objective distance regarding the proposed assumption. |
Databáze: | OpenAIRE |
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