Estimating the Effect of Interactive Workshop on Cognitive Abilities of Elderly People Staying in Old Age Homes through Truncated Binomial Model

A. Sabharwal, B. Goyal
{"title":"Estimating the Effect of Interactive Workshop on Cognitive Abilities of Elderly People Staying in Old Age Homes through Truncated Binomial Model","authors":"A. Sabharwal, B. Goyal","doi":"10.9734/BPI/CTMCS/V5/3125F","DOIUrl":null,"url":null,"abstract":"Cognitive decline is prevalent in older adults and is associated with decline in performance of instrumental activities which adversely affects the wellbeing of older adults. The aim of this study is to build a model that would estimate the benefit from the score based 21 days’ workshop in terms of their cognitive abilities of old adults, suffering from mild cognitive disorders. A truncated binomial distribution with missing zero and one classes, having parameters (ni, p), ni known, is fitted to estimate the unknown parameter p, by the methods of maximum likelihood and simulation. The data was collected on 71 subjects residing in 5 old age homes in Delhi, India, using Mini Mental Status Examination tool before and after a score-based 21 days cognitive behaviour therapy workshop. The probability of benefiting from the workshop is estimated only for those test attempts which were more than ten percent completed. The maximum likelihood estimate and simulation estimate of p were 0.838552 and 0.835967 respectively. Our Zero One Truncated Binomial Distribution model computed the probability of benefit (more than or equal to 0.5) from the workshop and found that by using the estimated values of p from the methods of maximum likelihood estimation and simulation, out of 71 subjects 51 (71.83%) and 53 (74.65%) were benefitted respectively. Our study concluded that there are positive effects of psycho-social interventions on quality of life and mental health.","PeriodicalId":137646,"journal":{"name":"Current Topics on Mathematics and Computer Science Vol. 5","volume":"353 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Current Topics on Mathematics and Computer Science Vol. 5","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.9734/BPI/CTMCS/V5/3125F","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Cognitive decline is prevalent in older adults and is associated with decline in performance of instrumental activities which adversely affects the wellbeing of older adults. The aim of this study is to build a model that would estimate the benefit from the score based 21 days’ workshop in terms of their cognitive abilities of old adults, suffering from mild cognitive disorders. A truncated binomial distribution with missing zero and one classes, having parameters (ni, p), ni known, is fitted to estimate the unknown parameter p, by the methods of maximum likelihood and simulation. The data was collected on 71 subjects residing in 5 old age homes in Delhi, India, using Mini Mental Status Examination tool before and after a score-based 21 days cognitive behaviour therapy workshop. The probability of benefiting from the workshop is estimated only for those test attempts which were more than ten percent completed. The maximum likelihood estimate and simulation estimate of p were 0.838552 and 0.835967 respectively. Our Zero One Truncated Binomial Distribution model computed the probability of benefit (more than or equal to 0.5) from the workshop and found that by using the estimated values of p from the methods of maximum likelihood estimation and simulation, out of 71 subjects 51 (71.83%) and 53 (74.65%) were benefitted respectively. Our study concluded that there are positive effects of psycho-social interventions on quality of life and mental health.
用截断二项模型估计互动工作坊对敬老院老人认知能力的影响
认知能力下降在老年人中很普遍,并与器质性活动的表现下降有关,这对老年人的健康产生了不利影响。本研究的目的是建立一个模型,以评估基于评分的21天工作坊对患有轻度认知障碍的老年人的认知能力的益处。利用极大似然和模拟的方法,拟合了一个缺失0类和1类的截断二项分布,参数为(ni, p),已知ni,以估计未知参数p。数据收集于居住在印度德里5个养老院的71名受试者,在基于分数的21天认知行为治疗研讨会之前和之后使用迷你精神状态检查工具。只有那些完成了10%以上的测试尝试,才能估计从研讨会中获益的可能性。p的最大似然估计和模拟估计分别为0.838552和0.835967。我们的零截断二项分布模型计算了研讨会的受益概率(大于等于0.5),并发现通过使用最大似然估计和模拟方法的p估计值,71名受试者中分别有51名(71.83%)和53名(74.65%)受益。我们的研究表明,心理社会干预对生活质量和心理健康有积极的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信