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 impairment
Understand the causes and risk factors of cognitive impairment
Ability to recognize symptoms of cognitive impairment
Be familiar with the assessment and diagnosis of cognitive impairment
Learn about the treatment and management of cognitive impairment
Ability to apply machine learning methods to analyze cognitive impairment data
Ability to communicate research findings on cognitive impairment in a clear and concise manner
Cognitive dysfunction refers to a combination of symptoms that affects interpersonal relationships and work ability. For example, the decline and changes of memory, language ability, calculation, judgment, abstract thinking, space, attention, etc. In this class, the doctor introduces the theory and application of cognitive dysfunction, and analyzes the data of cognitive dysfunction through mathematics and Programming language analyzes cognitive dysfunction and introduces cognitive dysfunction as a cross-domain application.
We divided into three groups MRI images, dementia data, and TRODAT dopamine transporter scan analysis so that students can learn practical applications. Through the use of artificial intelligence methods and dementia data, students can independently publish research in groups and finally publish it in journals.
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 Diagnosis and Treatment Manual 3rd Edition Ministry of Health and Welfare (2017)
2. ABC of Dementia
Author:Coope
Publisher: Wiley-Blackwell
Publication year/edition 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.
Publication year/edition 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 implementation |
70 | 期末實做呈現 |
| 課堂報告與討論課堂報告與討論 Class reports and discussions |
20 | 課堂的進度報告 |
