Have library access?
IP:44.200.122.214
  • Theses

資料探勘應用於急診室衛材存量之管理

The Study of Materials Stock Management in Emergency Room using Data Mining – A Case Study by a Section Hospital in Central Taiwan

Advisor : 陳錦杏

Abstracts


本研究以中部某地區醫院急診室之衛材存量為研究對象,分析一般民眾在急診的就醫紀錄中,針對ICD-9、檢傷級數、氣溫、濕度等因素,找出該地區醫院的衛材使用法則,協助醫院急診室衛材存量的預測,有效達到醫院成本之管控。在本研究中,除針對歷史資料分析,並加入就醫特性(ICD-9主次診斷碼、檢傷級數、就診科別)及環境干擾因素(氣溫、雨量、濕度、風速、能見度等)重要因素進行資料探勘技術(Data Mining technology)中的演算法進行分析,找出影響急診室衛材使用量之影響因素,並預測未來所需的衛材存量,藉由資料探勘方式可幫助醫院對急診室衛材存量有效管理與控制。

Parallel abstracts


Storages of disinfectant and sterilized material in emergency room of central section hospital in Taiwan is my research objective and destination. To analyze medical record of medical treatment in general public, we direct at ICD-9, injured progression, temperature, and humidity. It’s helpful and beneficial to control actual cost in the central section hospital when we discover its appliance, using rules to assist and calculate sterilized materials storages in emergency room of hospital. In our research, we address critical factors ICD-9, injured progression, holiday/unholiday, temperature, humidity with Chi-Sqaure test for independence. The analysis of fore mentioned factors and disinfectant materials is relative. Apply algorithm of data mining technology to analyze and find the factors which is affected by the disinfectant material consumptions. The explored results are much critical and helpful to calculate and manage the storage of sterilized materials for the hospital.

References


57. 蘇喜、莊逸洲、林曉薇、劉家玲,1997,醫院醫材存貨管理之實證研究,中華公共衛生雜誌,16:4,355-364。
58. 蘇喜、黃月桂、李丞華、郝宏恕、湯靜怡,1997, 「健保資料庫在醫療資源耗用醫療品質偵測上之功用」,中華公共衛生雜誌,527 -537。
4. Dennis, W.R., 1990, "A Model of Methods for Influencing Prescribing, Part II," A Review of Educational Methods, Theories of Human Inference, and Delination of the Model”, DICP 24, pp.537-542.
9. J. R. Quinlan, 1983, "Learning efficient classification procedure and their application to chess and games", Machine Learning: An Artificial Intelligence Approach, Morgan Kaufmann, pp. 463-482.
10. J. R. Quinlan, 1986, "Induction of decision tree", Machine Learning, pp. 81-106.

Cited by


黃建誌(2014)。醫院資材庫標準作業流程修訂對績效改善之影響〔碩士論文,義守大學〕。華藝線上圖書館。https://doi.org/10.6343/ISU.2014.00144
陳盈瑋(2011)。醫院衛材管理流程改善之服務導向分析與設計〔碩士論文,大同大學〕。華藝線上圖書館。https://www.airitilibrary.com/Article/Detail?DocID=U0081-3001201315112136

Read-around