研究生: |
陳冠元 Chen, Kuan-Yuan |
---|---|
論文名稱: |
具機器學習預測能力之智慧醫療轉診平台之設計與開發 Intelligent Medical Referral: Matching Platform Implementation and Machine Learning Models |
指導教授: |
楊舜仁
Yang, Shun-Ren |
口試委員: |
林風
Lin, Phone 高榮駿 Kao, Jung-Chun 劉致灝 Liu, Chih-Hao |
學位類別: |
碩士 Master |
系所名稱: |
|
論文出版年: | 2018 |
畢業學年度: | 106 |
語文別: | 英文 |
論文頁數: | 30 |
中文關鍵詞: | 轉診 、機器學習 、信任度 |
外文關鍵詞: | referral, machine learning, trust value |
相關次數: | 點閱:3 下載:0 |
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目前的轉診程序被認為過於復雜且沒有效率,醫務人員通常需要很長時間才能將病人轉移到另一家醫院。因此,我們設計了一個智慧匹配系統來改善這種情況。 我們想要實現的主要目標有兩個。首先,我們希望減少轉診所需的時間並自動化一些原本需要人力的步驟。此系統內建置了一個應用程式,可以檢查所有醫院的資源,方便醫務人員完成轉診程序。其次,我們還希望建立一種機制來決定轉診目標。我們使用的匹配算法由信任度計算模組和機器學習模組組成,基於這兩個模組的結果生成推薦目標建議清單。本文主要介紹了智慧匹配系統及其中所使用的演算法。
Nowadays, the current referral procedure is considered to be too complicated and inefficient, medical staff often take a long time to transfer a patient to another hospital. Therefore, we design a smart matching system to improve this situation. There are two main goals that we want to achieve. First, we want to reduce the needed time and automate some steps that would otherwise require manpower. An application is built in this system, which can check all hospitals' resource and make it convenient for medical staff to complete the referral procedure. Second, we also want to establish a mechanism to determine the referral target. The matching algorithm we use is consist of trust value calculating model and machine learning model, generating a referral target suggestion list based on the results of these two models. This paper mainly introduce the smart matching system and the algorithm used in it.
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