Design of Care Decision Support System Based on Home-Based Behavior of Elderly: A Design Science Study
With the development of Information Technology and Internet of Things, using unobtrusive sensors to monitor the home-based behavior of the elderly, and assisting the care givers to make care decisions based on this data plays an important role in ensuring the health and safety of the elderly living...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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SAGE Publishing
2022-03-01
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| Series: | SAGE Open |
| Online Access: | https://doi.org/10.1177/21582440221086606 |
| _version_ | 1819178473335291904 |
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| author | Dong Kong Yanli Wang Kai Sun |
| author_facet | Dong Kong Yanli Wang Kai Sun |
| author_sort | Dong Kong |
| collection | DOAJ |
| description | With the development of Information Technology and Internet of Things, using unobtrusive sensors to monitor the home-based behavior of the elderly, and assisting the care givers to make care decisions based on this data plays an important role in ensuring the health and safety of the elderly living alone. Adopting the Design Science Approach, this study designs, implements, and evaluates a care decision support system based on home-based behavior of elderly. This system preprocesses the behavior data collected by sensors and divides it into Instantaneous Behavior data and Continuous Behavior data. Adopting Multivariate Gaussian Model and Topic Model, this system automatically provides the visualized results of overall analysis, baseline analysis, and long-term analysis. It can assist caregivers in finding early signs threatening elderly’s health and safety, and making care decisions. Three caregivers with more than 1-year relevant experience participates in the evaluation, and the results indicate that the system designed in this paper has more support effectiveness. This system provides a more effective tool of supporting caregivers making decisions for elderly living alone. |
| first_indexed | 2024-12-22T21:43:06Z |
| format | Article |
| id | doaj.art-b4a529f1ac3844aca3abeac88ed96cac |
| institution | Directory Open Access Journal |
| issn | 2158-2440 |
| language | English |
| last_indexed | 2024-12-22T21:43:06Z |
| publishDate | 2022-03-01 |
| publisher | SAGE Publishing |
| record_format | Article |
| series | SAGE Open |
| spelling | doaj.art-b4a529f1ac3844aca3abeac88ed96cac2022-12-21T18:11:33ZengSAGE PublishingSAGE Open2158-24402022-03-011210.1177/21582440221086606Design of Care Decision Support System Based on Home-Based Behavior of Elderly: A Design Science StudyDong Kong0Yanli Wang1Kai Sun2Xinyang Normal University, ChinaXinyang Normal University, ChinaShandong University of Finance and Economics, Jinan, ChinaWith the development of Information Technology and Internet of Things, using unobtrusive sensors to monitor the home-based behavior of the elderly, and assisting the care givers to make care decisions based on this data plays an important role in ensuring the health and safety of the elderly living alone. Adopting the Design Science Approach, this study designs, implements, and evaluates a care decision support system based on home-based behavior of elderly. This system preprocesses the behavior data collected by sensors and divides it into Instantaneous Behavior data and Continuous Behavior data. Adopting Multivariate Gaussian Model and Topic Model, this system automatically provides the visualized results of overall analysis, baseline analysis, and long-term analysis. It can assist caregivers in finding early signs threatening elderly’s health and safety, and making care decisions. Three caregivers with more than 1-year relevant experience participates in the evaluation, and the results indicate that the system designed in this paper has more support effectiveness. This system provides a more effective tool of supporting caregivers making decisions for elderly living alone.https://doi.org/10.1177/21582440221086606 |
| spellingShingle | Dong Kong Yanli Wang Kai Sun Design of Care Decision Support System Based on Home-Based Behavior of Elderly: A Design Science Study SAGE Open |
| title | Design of Care Decision Support System Based on Home-Based Behavior of Elderly: A Design Science Study |
| title_full | Design of Care Decision Support System Based on Home-Based Behavior of Elderly: A Design Science Study |
| title_fullStr | Design of Care Decision Support System Based on Home-Based Behavior of Elderly: A Design Science Study |
| title_full_unstemmed | Design of Care Decision Support System Based on Home-Based Behavior of Elderly: A Design Science Study |
| title_short | Design of Care Decision Support System Based on Home-Based Behavior of Elderly: A Design Science Study |
| title_sort | design of care decision support system based on home based behavior of elderly a design science study |
| url | https://doi.org/10.1177/21582440221086606 |
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