4.5 Article

Development and validation of a predictive index of elder self-neglect risk among a Chinese population

期刊

AGING & MENTAL HEALTH
卷 25, 期 8, 页码 1572-1579

出版社

ROUTLEDGE JOURNALS, TAYLOR & FRANCIS LTD
DOI: 10.1080/13607863.2020.1758903

关键词

Elder self-neglect; prognosis; Chinese American

资金

  1. U.S. Administration on Aging

向作者/读者索取更多资源

The study aimed to develop a predictive index to estimate the individual risk of self-neglect among US Chinese older adults. Through longitudinal data from PINE, a 19-item predictive model was developed, demonstrating moderate predictive accuracy after validation. The study concluded that with further validation and modification, the index could be a culturally relevant tool for practitioners to quantify the risk of self-neglect in this population.
Objective: To develop a predictive index that estimates the individual risk of incident self-neglect onset among the US Chinese older adults. Methods: The study used two waves of longitudinal data from 2713 participants of the Population Study of Chinese Elderly (PINE). Data were collected during 2011-2015 in Chicago, Illinois, with approximately 2-year follow-up intervals. The main outcomes are incident self-neglect cases. Variables in 14 potential predictive domains were considered, which are (1) sociodemographic/socioeconomic, (2) neighborhood/community, (3) immigration and acculturation, (4) adverse events, (5) culture, (6) general wellbeing, (7) health behavior, (8) medical health, (9) health care, (10) physical function, (11) cognitive function, (12) social wellbeing, (13) violence, and (14) psychological wellbeing. Stepwise selection in multivariable logistical regression models and bootstrapping were used to develop and validate the predictive index. Results: The 2-year self-neglect incidence rate was 237 (8.7%). A 19-item predictive model (with a c-statistic of 0.74) was developed. After correcting for overfitting by validating in 100 bootstrapping samples, the model demonstrated moderate predictive accuracy by a c-statistic of 0.68. A point-based risk index was developed and has an area under the receiver operating characteristic curve of 0.73. Discussion: The study developed an efficient index with a moderate-to-good predictive ability of self-neglect. With further external validation, modification, and impact studies, the index could be a culturally relevant tool for practitioners to quantify the risk of self-neglect among the US Chinese older population.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.5
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据