失智症（Dementia）是一種認知功能障礙，涵蓋了多種症狀，這些症狀會顯著影響人際關係和工作能力。包括記憶力、語言能力、計算、判斷、抽象思考、空間辨識以及注意力等方面的衰退。隨著人工智慧（AI）的進展，教育目標開始納入如何使用AI工具來分析和改善認知功能障礙的課程。在這種教育情境中，課程設計可能會包括以下幾個方面：
認知功能障礙的學理與應用：醫師會講解失智症的基本病理、診斷標準以及現有的治療策略。這部分旨在讓學生理解失智症的生物學基礎和臨床表現。
數據實作與分析：通過實際數據來進行分析，這裡可以利用數學模型和程式語言來模擬和研究認知功能障礙的各種表現。例如，使用統計方法來分析患者的記憶力測試結果，或者使用機器學習算法來預測症狀的進展。
跨領域應用：介紹如何將AI應用在認知功能障礙的早期檢測、診斷、管理和康復中。比如，AI可以用於開發更精確的篩選工具，或是設計個人化的復健計劃。Dementia is a cognitive dysfunction that covers a variety of symptoms that can significantly affect human relationships and work ability. Including memory, language ability, calculation, judgment, abstract thinking, spatial discrimination, and attention. With the advancement of artificial intelligence (AI), education goals have begun to include courses on how to use AI tools to analyze and improve cognitive dysfunction. In this educational context, course design may include the following aspects:
The science and application of dysfunction: The doctor will explain the basic pathology, diagnosis standards and existing treatment strategies of dementia. This section is intended to enable students to understand the biological basis and clinical manifestations of dementia.
Data implementation and analysis: Analysis is performed through actual data, where mathematical models and programming languages can be used to simulate and study various manifestations of cognitive dysfunction. For example, statistical methods are used to analyze patient memory test results, or to predict progress in symptoms using machine learning algorithms.
Cross-domain application: Introducing how to apply AI to early detection, diagnosis, management, and rehabilitation of cognitive dysfunction. For example, AI can be used to develop more precise filtering tools, or to design personalized rehabilitation plans.
1. 失智症診療手冊 第三版 衛生福利部 (2017)
2. ABC of Dementia
作者:Coope
出版商:Wiley-Blackwell
出版年代/版次 2020/ 2
ISBN/ 9781119599395
3. Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2nd Edition
作者:Aurélien Géron
出版商:O'Reilly Media, Inc.
出版年代/版次 September 2019/ 2
ISBN/ 9781492032649
4. The Feasibility of Differentiating Lewy Body Dementia and Alzheimer’s Disease by Deep Learning Using ECD SPECT Images. Ni YC, Tseng FP, Pai MC, Hsiao IT, Lin KJ, Lin ZK, Lin CY, Chiu PY , Hung GU, Chang CC, Chang YT, Chuang KJ and Alzheimer’s Disease Neuroimaging Initiative. Diagnostics 2021, 11(11), 2091; https://doi.org/10.3390/diagnostics11112091.
5. Yang YW, Hsu KC, Wei CY, Tzeng RC, Chiu PY*. Operational Determination of Subjective Cognitive Decline, Mild Cognitive Impairment, and Dementia Using Sum of Boxes of the Clinical Dementia Rating Scale. Front. Aging Neurosci., 07 September 2021 | https://doi.org/10.3389/fnagi.2021.705782. (* Corresponding author)
6. Chang YF, Loi WY, Chiu PY*, Huang HN. Classification of Dementia Severity in Taiwan Based on History-Based Clinical Diagnosis System. Am J Alzheimers Dis Other Demen. 2020 Jan-Dec;35:1533317520970788. doi: 10.1177/1533317520970788. (* Corresponding author)
1. Dementia Clinic Manual Third Edition Department of Health and Welfare (2017)
2. ABC of Dementia
Author: Coope
Publisher: Wiley-Blackwell
Published Year/Page 2020/ 2
ISBN/ 9781119599395
3. Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2nd Edition
Author: Aurélien Géron
Publisher: O'Reilly Media, Inc.
Published Year/Page September 2019/ 2
ISBN/ 9781492032649
4. The Feasibility of Differentiating Lewy Body Dementia and Alzheimer’s Disease by Deep Learning Using ECD SPECT Images. Ni YC, Tseng FP, Pai MC, Hsiao IT, Lin KJ, Lin ZK, Lin CY, Chiu PY , Hung GU, Chang CC, Chang YT, Chuang KJ and Alzheimer’s Disease Neuroimaging Initiative. Diagnostics 2021, 11(11), 2091; https://doi.org/10.3390/diagnostics11112091.
5. Yang YW, Hsu KC, Wei CY, Tzeng RC, Chiu PY*. Operational Determination of Subjective Cognitive Decline, Mild Cognitive Impairment, and Dementia Using Sum of Boxes of the Clinical Dementia Rating Scale. Front. Aging Neurosci., 07 September 2021 | https://doi.org/10.3389/fnagi.2021.705782. (* Corresponding author)
6. Chang YF, Loi WY, Chiu PY*, Huang HN. Classification of Dementia Severity in Taiwan Based on History-Based Clinical Diagnosis System. Am J Alzheimers Dis Other Demen. 2020 Jan-Dec;35:1533317520970788. doi: 10.1177/1533317520970788. (* Corresponding author)
| 評分項目 Grading Method | 配分比例 Grading percentage | 說明 Description |
|---|---|---|
| 出席出席 Attend |
10 | 出席率 |
| 專題實做專題實做 Special topic practice |
70 | 期末實做呈現 |
| 課堂報告與討論課堂報告與討論 Class Report and Discussion |
20 | 課堂的進度報告 |
