Applying data mining technique to explore the relation between the revisits of outpatients with chronic diseases and their medical prescriptions:A Case Study of Diabetes Mellitus
碩士 === 國立中正大學 === 資訊管理所 === 96 === Chronic diseases, such as cardiovascular disease, cancer, and diabetes, are very prevalent, costly, and preventable health problems. The prolonged course of illness and disability from chronic diseases results in extended pain and suffering and poor life quality of...
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ndltd-TW-096CCU053961052016-05-04T04:25:46Z http://ndltd.ncl.edu.tw/handle/25821218859813594415 Applying data mining technique to explore the relation between the revisits of outpatients with chronic diseases and their medical prescriptions:A Case Study of Diabetes Mellitus 應用資料探勘於門診慢性病人回診與處方關聯性之研究:以糖尿病為例 Pei-Chin Chen 陳培智 碩士 國立中正大學 資訊管理所 96 Chronic diseases, such as cardiovascular disease, cancer, and diabetes, are very prevalent, costly, and preventable health problems. The prolonged course of illness and disability from chronic diseases results in extended pain and suffering and poor life quality of patients. In Taiwan, diabetes is the fourth leading cause of death. Although intensive therapeutic programs are effective in reducing diabetic complications and cardiovascular morbidity and mortality, patients’ compliance with DM medication therapy is usually more critical. This research identifies the relationships between revisits of outpatients with diabetes and their medical prescriptions to improve outpatient on-time revisits. Data of outpatients who received diabetic treatments from a regional hospital in southern Taiwan in 2007 were collected. Data analysis showed significant differences in chronic disease continuous prescription rate, number of drug items per prescription, and physician service time between delayed and on-time revisit groups. Cluster analysis found an on-time revisit group with four characteristics, namely drug cost between NT 150 and 450 per prescription, blood glucose check at patients’ revisits, takeing continuous prescriptions, and visiting Endrocrine clinic, and a delayed group charaterized by no glucophage and sulfonyureas used, no continuous prescription, and drug cost under NT 150 per prescription. Based on the results, we developed a strategy to improve outpatient on-time revisit rate by reminding outpatients to refill their medication prescriptions with phone calls on a regular basis. Jin-Sheng Roan 阮金聲 2008 學位論文 ; thesis 91 zh-TW |
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碩士 === 國立中正大學 === 資訊管理所 === 96 === Chronic diseases, such as cardiovascular disease, cancer, and diabetes, are very prevalent, costly, and preventable health problems. The prolonged course of illness and disability from chronic diseases results in extended pain and suffering and poor life quality of patients. In Taiwan, diabetes is the fourth leading cause of death. Although intensive therapeutic programs are effective in reducing diabetic complications and cardiovascular morbidity and mortality, patients’ compliance with DM medication therapy is usually more critical. This research identifies the relationships between revisits of outpatients with diabetes and their medical prescriptions to improve outpatient on-time revisits.
Data of outpatients who received diabetic treatments from a regional hospital in southern Taiwan in 2007 were collected. Data analysis showed significant differences in chronic disease continuous prescription rate, number of drug items per prescription, and physician service time between delayed and on-time revisit groups. Cluster analysis found an on-time revisit group with four characteristics, namely drug cost between NT 150 and 450 per prescription, blood glucose check at patients’ revisits, takeing continuous prescriptions, and visiting Endrocrine clinic, and a delayed group charaterized by no glucophage and sulfonyureas used, no continuous prescription, and drug cost under NT 150 per prescription. Based on the results, we developed a strategy to improve outpatient on-time revisit rate by reminding outpatients to refill their medication prescriptions with phone calls on a regular basis.
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author2 |
Jin-Sheng Roan |
author_facet |
Jin-Sheng Roan Pei-Chin Chen 陳培智 |
author |
Pei-Chin Chen 陳培智 |
spellingShingle |
Pei-Chin Chen 陳培智 Applying data mining technique to explore the relation between the revisits of outpatients with chronic diseases and their medical prescriptions:A Case Study of Diabetes Mellitus |
author_sort |
Pei-Chin Chen |
title |
Applying data mining technique to explore the relation between the revisits of outpatients with chronic diseases and their medical prescriptions:A Case Study of Diabetes Mellitus |
title_short |
Applying data mining technique to explore the relation between the revisits of outpatients with chronic diseases and their medical prescriptions:A Case Study of Diabetes Mellitus |
title_full |
Applying data mining technique to explore the relation between the revisits of outpatients with chronic diseases and their medical prescriptions:A Case Study of Diabetes Mellitus |
title_fullStr |
Applying data mining technique to explore the relation between the revisits of outpatients with chronic diseases and their medical prescriptions:A Case Study of Diabetes Mellitus |
title_full_unstemmed |
Applying data mining technique to explore the relation between the revisits of outpatients with chronic diseases and their medical prescriptions:A Case Study of Diabetes Mellitus |
title_sort |
applying data mining technique to explore the relation between the revisits of outpatients with chronic diseases and their medical prescriptions:a case study of diabetes mellitus |
publishDate |
2008 |
url |
http://ndltd.ncl.edu.tw/handle/25821218859813594415 |
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