了解認知障礙的定義與分類
了解認知障礙的原因和危險因素
能夠辨識認知障礙的症狀
熟悉認知障礙的評估與診斷
了解認知障礙的治療和管理
能夠應用機器學習方法來分析認知障礙數據
能夠以清晰簡潔的方式傳達認知障礙的研究結果
認知功能障礙是指綜合性的症狀，這些症狀已經會影響人際關係與工作能力。比如說記憶力、語言能力、計算、判斷、抽象思考、空間、注意力等的衰退變化，本節課由醫師介紹認知功能障礙的學理與應用，並透過認知功能障礙的數據實作分析，透過數學與程式語言分析認知功能障礙，並介紹認知功能障礙，做為一個跨領域的應用。
我們分三組 MRI影像、失智症數據、TRODAT多巴胺轉運體掃描分析，讓同學可以學習到實際應用。透由人工智慧的方法與失智症數據，讓同學可以分組獨立發表研究，最後發表到期刊。Understand the definition and classification of cognitive obstacles
Understand the causes and risk factors of cognitive impairment
Able to identify symptoms of cognitive impairment
Familiar with cognitive impairment assessment and diagnosis
Understand the treatment and management of cognitive disorders
Ability to apply machine learning methods to analyze cognitive obstacle data
Research results that can convey cognitive impairment in a clear and simple way
Identifying dysfunction refers to a comprehensive condition that has affected human relationships and work ability. For example, the decline and changes of memory, language ability, calculation, judgment, abstract thinking, space, attention, etc. This class is introduced by doctors to the science and application of cognitive dysfunction, and analyze through data analysis of cognitive dysfunction, through mathematical and Programming language analyzes cognitive dysfunction and introduces cognitive dysfunction as a cross-domain application.
We divided into three groups of MRI images, dementia data, and TRODAT dopamine transfer analysis, allowing students to learn practical applications. Through artificial intelligence methods and dementia data, students can organize independent research and publish them in the journal.
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 |
