• Title/Summary/Keyword: Management of dementia

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A Study on Dementia Prediction Models and Commercial Utilization Strategies Using Machine Learning Techniques: Based on Sleep and Activity Data from Wearable Devices (머신러닝 기법을 활용한 치매 예측 모델과 상업적 활용 전략: 웨어러블 기기의 수면 및 활동 데이터를 기반으로)

  • Youngeun Jo;Jongpil Yu;Joongan Kim
    • Information Systems Review
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    • v.26 no.2
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    • pp.137-153
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    • 2024
  • This study aimed to propose early diagnosis and management of dementia, which is increasing in aging societies, and suggest commercial utilization strategies by leveraging digital healthcare technologies, particularly lifelog data collected from wearable devices. By introducing new approaches to dementia prevention and management, this study sought to contribute to the field of dementia prediction and prevention. The research utilized 12,184 pieces of lifelog information (sleep and activity data) and dementia diagnosis data collected from 174 individuals aged between 60 and 80, based on medical pathological diagnoses. During the research process, a multidimensional dataset including sleep and activity data was standardized, and various machine learning algorithms were analyzed, with the random forest model showing the highest ROC-AUC score, indicating superior performance. Furthermore, an ablation test was conducted to evaluate the impact of excluding variables related to sleep and activity on the model's predictive power, confirming that regular sleep and activity have a significant influence on dementia prevention. Lastly, by exploring the potential for commercial utilization strategies of the developed model, the study proposed new directions for the commercial spread of dementia prevention systems.

Needs for the Planning of Group Homes for the Elderly with Dementia of Lower Income Classes (저소득층의 치매노인 그룹홈 계획에 대한 요구)

  • 김대년;최정신;권오정
    • Journal of the Korean Home Economics Association
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    • v.40 no.4
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    • pp.1-12
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    • 2002
  • This study aimed to examine the needs for the planning of group homes for the elderly with dementia in lower income class, who have more economic burden on the caring the demented aged. The survey was conducted by questionnaires collected from 300 respondents from December 2000 to March 2001. Methods of analysis were frequency distribution, mean and chi-square test. The results of this study were as follows: 1) The respondents perceived that the responsibility to take care of the elderly with dementia belonged to their family, not to society or the government, and the sons and daughters had to share the burden placed on care-givers. 2) The awareness of group homes for dementia was relatively low. 3) The respondents' needs for the group homes with dementia could be summarized as follows; small scale plan with homelike atmosphere, a total of 6-8 residents, structural type of detached house or three-storied town house, 2-3 persons per individual room, and management system by non-profit organization or the government. There were no big differences between the respondents of this study and upper and middle class studies conducted by other research, except for some details. Referring to results of this study, it is asserted that group homes for the elderly with dementia would be embraced throughout the country if poetical assistance combined with economic support were provided.

The research of utility and relation on the dementia rating test (치매단계평가검사의 유용성과 상관성에 대한 임상연구;청주 지역사회 치매환자를 중심으로)

  • Choi, Kang-wook;Lim, Jung-wha;Jung, In-chul;Lee, Sang-Ryong
    • Journal of Oriental Neuropsychiatry
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    • v.17 no.3
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    • pp.11-19
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    • 2006
  • Objective : This study was to investigate the utility and relation of dementia rating test(K-DRS and IADL, NPI-Q(symptom), NPI-Q(suffering), CCDR, SDS Method : For this study, we carried out dementia assessment examination of 34 patients with memory disturbance who have come to Cheongju oriental hospital of Daejeon university from April 2005 to February 2006. This study classified the patients as none-dementia(ND), questionable dementia(QD), and dementia(DA) groups and analyzed the result of examination. Results: 1. K-DRS and SDS, K-DRS and SDS, NPI-Q(symptom) and NPI-Q(suffering), NPI-Q(symptom) and CCDR showed clear correlations statistically each other. 2. K-DRS scores showed the significant differences from that of ND and the other groups ; attention and conceptualization showed the significant differences between ND and DA, management and memorization showed the significant differences between DA and the other groups. 3. IADL scores showed the significant differences from that of DA and the other groups, NPI-Q(symptom) scores showed the significant differences between QD and DA, NPI-Q(suffering) scores showed no differences among all groups. 4. CCDR scores showed the significant differences from that of DA and the other groups, SDS scores showed the significant differences between ND and DA 5. MMSE- K and K-DRS showed strong correlations statistically each other. Conclusion : The study results suggest that dementia rating tests is useful to esteem the dementia and the dementia rating tests have strong corelations each other. We use the above mentioned tests for correct diagnosis.

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Prevalence and Related Factors of Dementia in an Urban Elderly Population Using a New Screening Method (새로운 치매 선별검사를 이용한 도시지역 노인의 치매 유병률과 관련요인)

  • Shin, Hee-Young;Rhee, Jung-Ae;Yoon, Jin-Sang;Kim, Jae-Min;Chung, Eun-Kyung
    • Journal of Preventive Medicine and Public Health
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    • v.38 no.3
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    • pp.351-358
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    • 2005
  • Objectives : Dementia has rapidly increased with the prolongation of life expectancy and aging in Korea. This study was conducted to estimate the prevalence of, and find related factors for, dementia in an urban elderly population, using a newly developed screening method. Methods : Seven hundred and six people, aged over 65 years-old, in Dong district of Gwangju, Korea, were recruited using stratified cluster sampling, and completed Korean version of Geriatric Mental State Schedule B3 (GMS B3-K), the Korean version of the Community Screening Interview for Dementia (CSID-K) and modified 10 word list-learning from the Consortium to Establish a Registry of Alzheimer's Disease (CERAD). Dementia was diagnosed by an algorithm derived from all three of these measures. Results : The crude and age adjusted prevalence rates of dementia were 13.0 and 11.5%, respectively. Age, education, marital status and a history of cerebrovascular disease were identified as factors related with dementia. Conclusions : The new instrument, using the GMS B3-K, CSID-K and modified 10 word list-learning from the CERAD, was considered effective as a community screening and diagnostic tool for dementia. The results of this study can also be used to develop a community-based prevention and management system for dementia in the future.

The Effect of Alternative Medicine on Quality-of-Life Outcomes for Dementia Patients: A Systematic Review and Meta-Analysis

  • So Young, Lee;In Chul, Jung;Eun, Cho
    • Journal of Oriental Neuropsychiatry
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    • v.33 no.4
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    • pp.401-424
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    • 2022
  • Objectives: As effective treatments for dementia are lacking in Western medicine, complementary and alternative medicine (CAM) is considered a useful option. While the quality of life (QoL) is a vital outcome for patients with dementia, the QoL of patients receiving CAM for dementia remains ambiguous. This study aimed to determine the effect of CAM on QoL outcomes in dementia patients. Methods: A search was performed using the keywords "dementia," "Alzheimer's," "cognitive impairment," "Chinese," "Korean," "oriental," "herbal," "acupuncture," and "quality of life". All quantitative data were synthesized using R version 4.1.1. Results: Twenty-five randomized controlled trials (RCTs), 16 pre-post trials, and two cohort studies were selected for the systematic review. QoL in Alzheimer's disease (QOL-AD) (n=11, 25.6%) and geriatric QoL in dementia (GQOL-D, n=9, 20.9%) were the most utilized QoL instruments. Significant benefits in QoL were observed after receiving mind, body, combined mind and body, nursing, oriental medicine, and acupuncture therapies. In the meta-analysis, the combined effect was shown to significantly increase QOL-AD compared to before CAM interventions (standardized mean difference, SMD: 0.507; 95% confidence interval (CI), 0.191~0.824; p<0.01). The overall synthesized estimates in the GQOL-D showed a significantly improved QoL (SMD: 0.537, 95% CI: 0.238~0.837 p<0.01; one group; SMD: 1.465, 95% CI: 0.934~1.996, p<0.01). The seven studies assessing the cost-effectiveness of CAM reported uncertain outcomes. Conclusions: This study showed that CAM interventions benefited patients with dementia by improving their QoL. While additional standardized research is required, CAMs are suggested as effective clinical management for patients with dementia. They are also suggested as complementing therapies for these patients.

The moderating effect of Health Literacy on the association between Dementia Service and Cognitive function (치매 서비스 경험과 인지기능 간의 관계 연구: 건강정보이해능력 집단 비교를 중심으로)

  • Shin, Hye-Ri;Kim, Young-Sun;Lee, Sang-Hwa;Choi, Eun Young;Maeng, Sungho
    • Journal of Digital Convergence
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    • v.18 no.11
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    • pp.395-407
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    • 2020
  • The current study aims to examine whether dementia service utilization is associated with cognitive function and whether health literacy moderates the relationship between dementia service utilization and cognitive function. Data were drawn from the 2016 Dementia Literacy Survey collected by K University. The final analytic sample included 522 community-dwelling older Koreans aged 60 to 79. Results from multivariate regression analyses showed that both dementia service use and higher levels of health literacy were related to better cognitive function and that health literacy had significant moderating effects. When older adults used dementia service, those with higher levels of health literacy reported higher levels of cognitive function than those with lower levels of health literacy. Our findings suggest that health literacy plays an important role in determining the cognitive health benefits arising from dementia service utilization.

A Study on the Satisfaction of the Elderly with Mild Dementia using the Dementia Care Center (경증치매노인의 치매안심센터 이용만족도에 관한 연구)

  • Kim, In-Ok
    • Journal of Digital Convergence
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    • v.18 no.5
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    • pp.505-512
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    • 2020
  • This study is done to provide basic data on the effective operation of the new policies by examining the satisfaction level of the elderly with dementia visiting dementia care centers located in 25 autonomous districts of S city. Self-administered questionnaires were distributed to 217 elderly with dementia who visited the above dementia care center from July 1 to September 30, 2019. The satisfaction tool is a chart score scale that displays negative-positive expressions at both ends of a straight line. The result shows that satisfaction level is significantly higher in the group with trust in the visiting institutions than in the group with distrust (t=9.74, p<.001), higher in cognitive impairment group than in dementia group (t=0.13, p=.034), and higher in mild depression group than in more severe depression group (t=2.31, p=.022). Satisfaction ratios analyzed by logistic regression shows significant differences in factors like gender, age, education, and walking pattern. In conclusion, it is important to run health support programs that consider user characteristics to improve the satisfaction of newly introduced dementia care centers.

Dementia Knowledge, Attitude and Preventive behaviors of Middle-aged Adults (중장년층의 치매에 대한 지식, 태도 및 예방행위)

  • Lee, Mi-Ra
    • Journal of Digital Convergence
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    • v.17 no.12
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    • pp.383-391
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    • 2019
  • The purpose of this study was to identify the dementia knowledge, attitudes and preventive behaviors of middle aged adults. The participants were 297 middle aged adults living in P city. Data were collected by using self-report questionnaires and data were analyzed by SPSS/WIN 25.0 program. The mean score of dementia knowledge was 9.0, attitude toward dementia was 2.98 and preventive behavior was 2.22. The dementia knowledge was positively correlated with preventive behaviors and attitude toward to dementia. The influencing factors of preventive behavior were smoking, drinking, dementia knowledge and monthly income. The explanation power was 39%. These result suggest that in order to promote dementia preventive behaviors of middle aged adults, an education program should be develop to improve dementia knowledge including no smoking and reduce alcohol drinking.

A Study on Unmet Dementia Information of Dementia Caregiver Using Dementia Relief Center and Program Effect Recognition of Workers (치매안심센터 이용 보호자의 미충족 치매정보와 종사자의 프로그램 효과성 인식에 관한 연구)

  • Kim, In-Ok;Koh, Myung-Suk
    • Journal of Convergence for Information Technology
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    • v.10 no.5
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    • pp.75-82
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    • 2020
  • This study is a descriptive research study to identify Unmet Dementia Information Needs (UDIN) for caregivers of dementia patients at Dementia Relief Center and to understand the effectiveness of the program for workers. The subjects were 114 caregivers and 217 practitioners from dementia relief centers in 25 autonomous districts of S city from November 1, 2019 to January 31, 2020. The UDIN questionnaire is a 7-point Likert scale. The Crisis Management Questionnaire is a Likert 5-point scale consisting of 10 questions from 6 categories. As a result of the study, the proportion of depressed caregivers experiencing UDIN was 12.3times higher than those who did not (p<.001). The program effectiveness was 8.98times better than those who perceived the lack of risk management as good (p=.004), and social workers were 2.81times better than nurses (p=.091). It is necessary to conduct interactive operations to meet the needs of the community residents by listening to their diverse opinions rather than simply implementing a one-sided policy to raise the service of a dementia relief center to the highest level in a short period of time.

A Study on the Cognitive Rehabilitation Project of the Elderly with Moderate Memory Dementia (기억학교 경증치매노인의 인지재활사업에 관한 연구)

  • Suh, Kyung-Do;Choi, In-Kyu
    • Journal of Digital Convergence
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    • v.15 no.5
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    • pp.517-522
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    • 2017
  • The purpose of this study was to develop a cognitive rehabilitation program based on the cognitive activities of the elderly with mild dementia using the weekly care facilities in Daegu city memory and to provide useful welfare services for the elderly with mild dementia. In Korea, there is not much development of community-based integrated intervention program for demented patients who are still in the present situation. The results of this study suggest that the cognitive rehabilitation program for the elderly with mild dementia is suitable to be applied as a group in the case of community based protective editorials and may be a basis for management of mild dementia patients. It seems that there may be differences in the appropriate intervention methods and effects. Therefore, it is expected that the individualized customized strategy will maximize the effect. Therefore, more specific and individualized nursing intervention program should be concurrently developed.