2023 Fiscal Year Final Research Report
Appropriate Level of Group Activity for Dementia Patients Using Facial Expression Analysis AI
Project/Area Number |
21K11209
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Research Category |
Grant-in-Aid for Scientific Research (C)
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Allocation Type | Multi-year Fund |
Section | 一般 |
Review Section |
Basic Section 59010:Rehabilitation science-related
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Research Institution | National Center for Geriatrics and Gerontology |
Principal Investigator |
Kamiya Masaki 国立研究開発法人国立長寿医療研究センター, 病院, 作業療法士 (40790506)
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Co-Investigator(Kenkyū-buntansha) |
近藤 和泉 国立研究開発法人国立長寿医療研究センター, 病院, 病院長 (50215448)
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Project Period (FY) |
2021-04-01 – 2024-03-31
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Keywords | 表情分析 / アルツハイマー型認知症 / 軽度認知障害 / 人工知能 / リハビリテーション |
Outline of Final Research Achievements |
The purpose of this study was to explore the differences in emotions between people with mild cognitive impairment (MCI) and Alzheimer's disease (AD) during group rehabilitation using facial expression analysis. Thirty patients who participated in a group rehabilitation at our center were included in the study. During each task, the subject's face was photographed from the front with a small camera, and the emotional values (anger, contempt, disgust, fear, joy, sadness, and surprise) were estimated by artificial intelligence. Dual tasks and production activities, which require cognitive thinking simultaneously with physical activity, were more challenging for AD patients, while tasks that used diverse cognitive functions, such as production activities, elicited pleasure in MCI patients. In addition, feelings of anxiety about falling were higher in AD during the double task training.
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Free Research Field |
リハビリテーション学
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Academic Significance and Societal Importance of the Research Achievements |
本研究から、軽度認知障害やアルツハイマー型認知症患者のリハビリテーションにおいて、表情の観点からそれぞれの疾患に快・不快刺激となる課題について明らかとなった。これは、認知機能が低下した患者が認知症予防や認知機能維持のために継続的なプログラムに参加することに繋がると考えられる。また、認知機能が低下した患者の重症度に応じたプログラム難易度付けが可能で、患者にとって難易度が高すぎるプログラムを避けることで、行動・心理症状の出現や拒否を防ぐことも可能である。また、専門家のいない地域のデイサービスなどでも、レベルに応じたプログラムが実施可能であり、病院以外でのリハビリテーション実施場所の拡大に繋がる。
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