校際選修

115-1 選課時程

進行中

  • 初選第一階段 6/15/2026
  • 初選第二階段 6/22/2026
  • 校際選修 8/24/2026
  • 初選第三階段 8/31/2026
  • 開學後加退選 9/7/2026
  • 逾期加退選 9/21/2026
選課資源

醫學決策支援及專家系統

Medical Decision Support and Expert Systems

學期
113-2
學分
2 學分
當期課號
131014
永久課號
MDBI30058
開課單位
生物醫學資訊研究所
授課教師
張博論
校區
陽明
類別
選修
上課時間表
週二
7
15:30–16:20
醫學決策支援及專家系統
YR104
2 節連堂
8
16:30–17:20

* 根據陽明交大上課時間表所列

概述

The real value of informatics in healthcare starts from data collection, processing, knowledge accumulation due to real-world experience building-ups, but, ends up improvement of diagnosis, monitoring of treatment impacts and finally, the improvement of patiens' health outcomes and well-beings. This means the value of Health Science Informatics (HSI), today the most accepted terms used by biomedical infomratics experts, can only be determined by the final outcomes through the supports of healthcare professionals' decision making. The true meaninings of HSI should not be only about data, information and knowledge because it is about human life which is the final judge, as well as the ART components of health/medicine that the imprecision of knowledge, imperfect of human decision making, lack of clear magic medicine, the conflicting values among various stakeholders still deeply affects the quality of healthcare delivery. Therefore, this course will first introuce you the imperfect and challengdes of medical decision making and the expert systems technique, the classical medilcal AI, and its failure in health/medicine. Then the current hot tools, such as deep leaning, the tools of Deepseek and xGPT, will be introduced and discussed their values, potentials, and LIMITS. Finally, the topics of more healpful and promissing medical AIs will be discussed.

先修科目

No

教學方式

Tools please download and use before the class: (1) ChatGPT (2) DeepSeek

評分方式

In-class Discussion 40%, Project 40%, Final Report 20%.

週次計畫
週次主題
第 1 週Introduction and Illusion Health Science Informatics Spectrum
第 2 週Art components of Health/Medicine: Uncertainty
第 3 週Art components of Health/Medicine: Health outcomes What does Health mean and measured?
第 4 週Art components of Health/Medicine: Value Tree I
第 5 週Art components of Health/Medicine: Value Tree II
第 6 週Art components of Health/Medicine: Medical Decision Making
第 7 週Art components of Health/Medicine: Decision Tree
第 8 週Art components of Health/Medicine: Treatment Threshold Probality Model
第 9 週Science components of Health/Medicine: Decision Support System
第 10 週Science components of Health/Medicine: TTPM Support System
第 11 週Deep Learning "Magic"
第 12 週Classical Medical AI: Expert System
第 13 週Rule-based Expert Systems and Case of ARDEN SYNTAX
第 14 週Knowledge Acquisition & Representation
第 15 週ChatGPT
第 16 週Knowledge Acquisition & Representation
第 17 週Term Project Report (1)
第 18 週Term Project Report (2)
教科書

Not Necessary. (1) Winterfeldt von D, Edwards W. Decision Analysis and Behavioral Research. Cambridge, 1986. (2) Sox H, Blatt MA, Higgins MC, Martin KI. Medical Decision Making. The American College of Physicians, 2006. (3) Turban E, Sharda R, Delen D. Decision Support and Business Intelligence Systems. (9th Edition) Prentice Hall, 2010.

Office Hours
地點
Rm 104, SoRung Building
時間
Personal Appointments
聯絡方式
LINE polun5a0a 0975-158972 WeChat polun520