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Cognitive function in older adults with stroke: A latent profile analysis. 中风老年人的认知功能:潜在特征分析
IF 2.5 3区 医学 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2024-11-11 DOI: 10.1016/j.gerinurse.2024.10.053
Yuxia Ma, Xiang He, Tingting Yang, Jiangxia Qin, Jinhan Nan, Xuedan Wang, Jianxun Cao, Chenxia Wang, Lin Han

Background: Post-stroke cognitive impairment (PSCI) is one of the major complications after a stroke. Therefore, it is necessary to identify different categories of cognitive function in older adults with stroke and to explore factors associated with different levels of cognitive function in older adults after stroke.

Methods: A cross-sectional survey was conducted using convenience sampling to collect data from 1076 older adults with stroke from 5 hospitals in Lanzhou City, Gansu Province, China, from June 2022 to August 2023. Latent Profile Analysis (LPA) was used to identify cognitive function subgroups among older adults with stroke, and multinomial logistic regression was used to analyze the related factors.

Results: 1076 older adults with stroke were identified and classified as class-1: cognitive impairment, class-2: mild cognitive impairment, class-3: normal cognitive function. Age, gender, education level, hemorrhagic stroke, cerebrovascular disease are associated with different levels of cognitive function in older adults after stroke.

Conclusions: These findings highlight the heterogeneity of cognitive function in older adults with stroke. Our research could assist healthcare professionals in China to identify older adults with a high risk of cognitive impairment and to develop individualized interventions based on their characteristics.

背景:脑卒中后认知功能障碍(PSCI)是脑卒中后的主要并发症之一。因此,有必要确定脑卒中老年人认知功能的不同类别,并探讨与脑卒中后老年人认知功能不同水平相关的因素:方法:采用方便抽样法进行横断面调查,收集 2022 年 6 月至 2023 年 8 月期间中国甘肃省兰州市 5 家医院 1076 名脑卒中老年人的数据。采用潜伏特征分析(LPA)确定脑卒中老年人的认知功能亚组,并采用多项式逻辑回归分析相关因素:结果:共识别出 1076 名脑卒中老年人,并将其分为 1 类:认知功能障碍;2 类:轻度认知功能障碍;3 类:认知功能正常。年龄、性别、教育程度、出血性卒中、脑血管疾病与老年人卒中后不同程度的认知功能相关:结论:这些发现凸显了脑卒中老年人认知功能的异质性。我们的研究可以帮助中国的医护人员识别认知功能障碍高风险的老年人,并根据他们的特点制定个体化的干预措施。
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引用次数: 0
A nomogram to predict skin barrier dysfunction induced by mechanical irritation during skincare in hospitalized Japanese older adults. 预测日本住院老年人在护肤过程中因机械刺激引起的皮肤屏障功能障碍的提名图。
IF 2.5 3区 医学 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2024-11-09 DOI: 10.1016/j.gerinurse.2024.10.031
Issei Konya, Rika Yano, Yoichi M Ito, Hiroaki Iwata, Mayumi Yoshida, Chiaki Watanabe, Akemi Morita

Mechanical irritation during skincare poses a risk of causing skin barrier dysfunction in older patients. Adequate skin assessment is thus required before skincare; however, no validated assessment method exists. This study developed a nomogram to predict skin barrier dysfunction induced by mechanical irritation during skincare in Japanese older patients using a subset of a randomized controlled trial dataset. The volar forearms of 149 older patients (≥65 years) underwent a mechanical irritation test. Skin barrier dysfunction was defined based on transepidermal water loss before and after the test. Candidate variables were obtained from medical records and skin assessments. We found that 26.2 % of older patients experienced skin barrier dysfunction. The nomogram, comprising chronic kidney disease, purpura, dry skin, activities of daily living, and body mass index, demonstrated satisfactory discrimination, calibration, and clinical utility. This tool serves as an innovative and validated method for skin assessment, offering the potential to prevent skin disorders and deliver tailored, high-quality skincare.

护肤过程中的机械刺激有可能导致老年患者皮肤屏障功能失调。因此,在护肤前需要进行充分的皮肤评估;然而,目前尚无有效的评估方法。本研究利用随机对照试验数据集的一个子集,开发了一种提名图,用于预测日本老年患者在护肤过程中因机械刺激引起的皮肤屏障功能障碍。149名老年患者(≥65岁)的前臂进行了机械刺激测试。皮肤屏障功能障碍是根据测试前后经表皮失水情况来定义的。候选变量来自医疗记录和皮肤评估。我们发现,26.2% 的老年患者存在皮肤屏障功能障碍。由慢性肾病、紫癜、皮肤干燥、日常生活活动和体重指数组成的提名图显示了令人满意的辨别力、校准和临床实用性。该工具是一种创新的、经过验证的皮肤评估方法,具有预防皮肤疾病和提供量身定制的优质护肤品的潜力。
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引用次数: 0
Attitude toward physical activity among Asian American family caregivers of persons living with dementia. 美国亚裔痴呆症患者家庭照顾者对体育锻炼的态度。
IF 2.5 3区 医学 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2024-11-09 DOI: 10.1016/j.gerinurse.2024.10.062
JiWon Choi, Van Park, Andrew Jung, Janice Tsoh

This qualitative study aimed to explore attitudes toward physical activity behaviors in the context of dementia caregiving among Asian Indian, Chinese, Korean, and Vietnamese American family caregivers of persons living with dementia. We used qualitative data from verbatim transcripts of current caregivers (N = 21) from focus groups and individual interviews. Ethnically or linguistically matched moderators facilitated focus groups and interviews in four languages. Finalized themes included: (1) Physical activity and exercise are different.; (2) Exercise has many benefits.; (3) Health issues and stress from caregiving demotivate engaging in regular exercise.; (4) Prioritizing and planning exercises are necessary; and (5) Social support is essential to engage in physical activity. Caregiving limits the type of exercise some can do, depending on care recipients' conditions. Efforts to help caregivers prioritize exercise and seek social support from others, including healthcare professionals, would be greatly needed to promote physical activity among this population.

这项定性研究旨在探讨印度裔、华裔、韩裔和越南裔美国人家庭中痴呆症患者的照顾者在照顾痴呆症患者的过程中对体育锻炼行为的态度。我们使用的定性数据来自焦点小组和个别访谈中现有照顾者(21 人)的逐字记录。种族或语言匹配的主持人用四种语言主持了焦点小组和访谈。最终确定的主题包括(1) 体力活动和锻炼是不同的;(2) 锻炼有很多益处;(3) 健康问题和护理压力削弱了定期锻炼的积极性;(4) 确定锻炼的优先次序和计划锻炼是必要的;(5) 社会支持对参与体育锻炼至关重要。根据护理对象的情况,护理工作限制了一些人可以进行的运动类型。要在这一人群中推广体育锻炼,就必须努力帮助照顾者将锻炼放在首位,并从其他人(包括医疗保健专业人员)那里寻求社会支持。
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引用次数: 0
Basic activities of daily living symptoms as central and bridging symptoms in the networks of functional and psychological disorders among older adults with different chronic disease patterns. 日常生活基本活动症状是患有不同慢性疾病的老年人功能和心理障碍网络中的中心症状和桥接症状。
IF 2.5 3区 医学 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2024-11-09 DOI: 10.1016/j.gerinurse.2024.10.048
Yaqi Wang, Xueying Xu, Jingwen Liu, Qingyun Lv, Hairong Chang, Yuan He, Yue Zhao, Xiaonan Zhang, Xiaoying Zang

Objective: To examine chronic disease patterns and analyze the interrelations among Basic Activities of Daily Living, Instrumental Activities of Daily Living, anxiety, and depression in older adults.

Methods: A total of 3,454 participants diagnosed with at least one chronic disease were included. Latent class analysis and network analysis were employed to analyze the data.

Results: Four chronic disease patterns were identified: "Cardiopulmonary Health with Few Comorbidities," "Cardiovascular with Few Comorbidities," "Cardiovascular with Multiple Comorbidities," and "Respiratory with Few Comorbidities". "Indoor transferring" was identified as a central symptom, while "bathing" as a bridging one across the four chronic disease pattern networks.

Conclusion: Basic Activities of Daily Living symptoms emerged as central and bridging symptoms within the networks of functional and psychological disorders across diverse chronic disease patterns. Future research should further investigate interventions targeting these symptoms to assess their potential for enhancing overall network health among older adults.

摘要研究老年人的慢性病模式,并分析基本日常生活活动、工具性日常生活活动、焦虑和抑郁之间的相互关系:方法:共纳入 3454 名被诊断患有至少一种慢性疾病的参与者。采用潜类分析和网络分析对数据进行分析:结果:确定了四种慢性病模式:结果:确定了四种慢性病模式:"合并症较少的心肺健康"、"合并症较少的心血管疾病"、"合并多种疾病的心血管疾病 "和 "合并症较少的呼吸系统疾病"。"室内转移 "被认为是一个中心症状,而 "洗澡 "则是四个慢性病模式网络中的桥接症状:结论:在各种慢性疾病模式的功能性和心理性障碍网络中,日常生活基本活动症状既是中心症状,也是连接症状。未来的研究应进一步调查针对这些症状的干预措施,以评估其在增强老年人整体网络健康方面的潜力。
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引用次数: 0
Exploring the essence of a creative dance programme for older adults: Programme overview and research insights. 探索老年人创意舞蹈计划的精髓:计划概述和研究见解。
IF 2.5 3区 医学 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2024-11-09 DOI: 10.1016/j.gerinurse.2024.10.026
Andrea Schärli, Clare Guss-West

Introduction: Dance is recognised as a safe, effective, and enjoyable means to boost physical, mental, and cognitive health in older adults. Detailed content of dance programmes for this age group is sparsely described.

Aims: This study provides a comprehensive description and evaluation of a Creative Dance Programme for older adults.

Method: The dance programme, described in detail in our study, was analysed with three quantitative (i.e., gait, balance and executive function tests) and one qualitative (i.e., interviews) pilot studies to gain insights into health effects of the programme.

Results: Creative dance increased participants walking speed in both the single (t(13) = 6.65, p < 0.001) and dual-task conditions (t(13) = 5.51, p < 0.001) and reduced participants' dual-task costs of walking (t(13) = -2.24, p = 0.043). Moreover, participants reported that they felt energised after the sessions and more confident in daily activities.

Conclusion: Our research highlights that creative dance programmes can have a positive effect on the dual task costs of walking and movement adaptability in daily life of older adults.

导言:舞蹈被认为是一种安全、有效和愉快的手段,可以促进老年人的身体、精神和认知健康。本研究对老年人创意舞蹈计划进行了全面的描述和评估:方法:通过三项定量(即步态、平衡和执行功能测试)和一项定性(即访谈)试点研究,对我们研究中详细描述的舞蹈计划进行分析,以深入了解该计划对健康的影响:创意舞蹈提高了参与者在单一任务(t(13) = 6.65,p < 0.001)和双重任务(t(13) = 5.51,p < 0.001)条件下的步行速度,并降低了参与者在双重任务下的步行成本(t(13) = -2.24,p = 0.043)。此外,参与者还表示,他们在课程结束后感到精力充沛,对日常活动更有信心:我们的研究表明,创意舞蹈课程能对老年人步行的双重任务成本和日常生活中的运动适应能力产生积极影响。
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引用次数: 0
Risk factors for falls in older people with pre-frailty: A systematic review and meta-analysis. 先天虚弱老年人跌倒的风险因素:系统回顾与荟萃分析。
IF 2.5 3区 医学 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2024-11-08 DOI: 10.1016/j.gerinurse.2024.10.030
Haiyan Jing, Yulan Chen, Bijuan Liang, Zhihe Tian, Feng Song, Mingzhi Chen, Wenxuan Kong, Yihan Duan
<p><strong>Background: </strong>Frailty is considered highly prevalent among the elderly, and falls are a severe adverse event that occurs at a significantly higher rate in frail elderly patients, leading to serious consequences. The pre-frailty stage represents a reversible transitional state between health and frailty, and targeted interventions for pre-frail older adults can effectively reduce the incidence of falls in this population. Existing studies have not definitely identified the risk factors for falls in pre-frail older adults. This paper explores the relevant risk factors for falls in pre-frail older adults.</p><p><strong>Methods: </strong>PubMed, Embase, Web of Science, Cochrane Library, CBM, CNKI, Wan fang, and VIP databases were searched for studies published from inception to 2023, without language restrictions. Observational studies were included in this systematic review that analyzed risk factors for accidental falls in pre-frail older adults. The NOS scale was used to evaluate the quality of cohort studies and case-control studies, while the AHRQ scale was used to evaluate the quality of the cross-sectional study. We utilized odds ratios (OR) and their corresponding 95 % confidence intervals (CI) to describe the statistical indicators. OR and 95 % CI values were directly extracted and organized in Excel. In cases where OR and CI values were not directly available, we extracted β and p values, calculated Exp using functions, and subsequently derived OR and 95 % CI using formulas. Finally, data pertaining to each risk factor were incorporated into RevMan 5.4 software for statistical analysis and effect size synthesis. We performed tests for heterogeneity and evaluated publication bias.</p><p><strong>Results: </strong>A total of 14,370 studies were initially identified, and 26 studies were included in the systematic review. Among these studies, 14 were of high quality, while the remaining 12 were of moderate quality. A total of 16 risk factors were identified as potential risk factors for falls in pre-frail older adults. Significant risk factors were peripheral neuropathy(OR = 3.18, 95 %CI:3.02-3.35), decreased gait speed(OR = 1.90, 95 %CI:1.60-2.27), decreased ability to perform activities of daily living(OR = 1.57, 95 % CI:1.42-1.75), grip strength decreases(OR = 1.53, 95 % CI:1.17-2.00), gender (female)(OR = 1.51, 95 % CI:1.39-1.64), pain(OR = 1.47, 95 %CI:1.41-1.54), history of falls(OR = 1.20, 95 %CI:1.13-1.28) and age(OR = 1.10, 95 %CI:1.07-1.14).</p><p><strong>Conclusions: </strong>The occurrence of falls in pre-frail older adults is associated with multiple risk factors. These risk factors can provide clinical nursing staff with specific focal points for monitoring this population and devising targeted fall prevention measures, with the aim of reducing the incidence of falls in pre-frail older adults.</p><p><strong>Registration: </strong>The systematic review was registered on the International Prospective Register of Sys
背景:虚弱被认为是老年人中的高发疾病,而跌倒是一种严重的不良事件,在虚弱的老年患者中发生率明显较高,并会导致严重后果。虚弱前期是介于健康和虚弱之间的一种可逆的过渡状态,对虚弱前期老年人进行有针对性的干预可以有效降低这一人群的跌倒发生率。现有的研究尚未明确识别虚弱前期老年人跌倒的风险因素。本文探讨了失能前期老年人跌倒的相关风险因素:方法:检索了 PubMed、Embase、Web of Science、Cochrane Library、CBM、CNKI、Wan fang 和 VIP 数据库中从开始到 2023 年发表的研究,无语言限制。本系统综述纳入了分析虚弱前老年人意外跌倒风险因素的观察性研究。采用 NOS 量表评估队列研究和病例对照研究的质量,采用 AHRQ 量表评估横断面研究的质量。我们使用几率比(OR)及其相应的 95 % 置信区间(CI)来描述统计指标。OR 和 95 % CI 值直接提取并在 Excel 中进行整理。在无法直接获得 OR 和 CI 值的情况下,我们提取了 β 和 p 值,使用函数计算 Exp,然后使用公式得出 OR 和 95 % CI。最后,我们将每个风险因素的相关数据纳入RevMan 5.4软件,进行统计分析和效应大小综合。我们进行了异质性检验并评估了发表偏倚:最初共确定了 14,370 项研究,26 项研究被纳入系统综述。在这些研究中,14 项为高质量研究,其余 12 项为中等质量研究。共有 16 个风险因素被确定为导致虚弱前老年人跌倒的潜在风险因素。重要的风险因素包括周围神经病变(OR = 3.18,95 %CI:3.02-3.35)、步态速度下降(OR = 1.90,95 %CI:1.60-2.27)、日常生活活动能力下降(OR = 1.57,95 %CI:1.42-1.75)、握力下降(OR = 1.50,95 %CI:1.50-1.75)、肢体活动能力下降(OR = 1.50,95 %CI:1.50-1.75)、肢体活动能力下降(OR = 1.50,95 %CI:1.50-1.75)。75)、握力下降(OR = 1.53,95 %CI:1.17-2.00)、性别(女性)(OR = 1.51,95 %CI:1.39-1.64)、疼痛(OR = 1.47,95 %CI:1.41-1.54)、跌倒史(OR = 1.20,95 %CI:1.13-1.28)和年龄(OR = 1.10,95 %CI:1.07-1.14):体弱前老年人跌倒的发生与多种风险因素有关。这些风险因素可为临床护理人员提供监测这一人群的具体重点,并制定有针对性的跌倒预防措施,从而降低失能前老年人的跌倒发生率:该系统性综述已在国际系统性综述前瞻性注册中心注册(CRD42023450670)。
{"title":"Risk factors for falls in older people with pre-frailty: A systematic review and meta-analysis.","authors":"Haiyan Jing, Yulan Chen, Bijuan Liang, Zhihe Tian, Feng Song, Mingzhi Chen, Wenxuan Kong, Yihan Duan","doi":"10.1016/j.gerinurse.2024.10.030","DOIUrl":"https://doi.org/10.1016/j.gerinurse.2024.10.030","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;Frailty is considered highly prevalent among the elderly, and falls are a severe adverse event that occurs at a significantly higher rate in frail elderly patients, leading to serious consequences. The pre-frailty stage represents a reversible transitional state between health and frailty, and targeted interventions for pre-frail older adults can effectively reduce the incidence of falls in this population. Existing studies have not definitely identified the risk factors for falls in pre-frail older adults. This paper explores the relevant risk factors for falls in pre-frail older adults.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;PubMed, Embase, Web of Science, Cochrane Library, CBM, CNKI, Wan fang, and VIP databases were searched for studies published from inception to 2023, without language restrictions. Observational studies were included in this systematic review that analyzed risk factors for accidental falls in pre-frail older adults. The NOS scale was used to evaluate the quality of cohort studies and case-control studies, while the AHRQ scale was used to evaluate the quality of the cross-sectional study. We utilized odds ratios (OR) and their corresponding 95 % confidence intervals (CI) to describe the statistical indicators. OR and 95 % CI values were directly extracted and organized in Excel. In cases where OR and CI values were not directly available, we extracted β and p values, calculated Exp using functions, and subsequently derived OR and 95 % CI using formulas. Finally, data pertaining to each risk factor were incorporated into RevMan 5.4 software for statistical analysis and effect size synthesis. We performed tests for heterogeneity and evaluated publication bias.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;A total of 14,370 studies were initially identified, and 26 studies were included in the systematic review. Among these studies, 14 were of high quality, while the remaining 12 were of moderate quality. A total of 16 risk factors were identified as potential risk factors for falls in pre-frail older adults. Significant risk factors were peripheral neuropathy(OR = 3.18, 95 %CI:3.02-3.35), decreased gait speed(OR = 1.90, 95 %CI:1.60-2.27), decreased ability to perform activities of daily living(OR = 1.57, 95 % CI:1.42-1.75), grip strength decreases(OR = 1.53, 95 % CI:1.17-2.00), gender (female)(OR = 1.51, 95 % CI:1.39-1.64), pain(OR = 1.47, 95 %CI:1.41-1.54), history of falls(OR = 1.20, 95 %CI:1.13-1.28) and age(OR = 1.10, 95 %CI:1.07-1.14).&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;The occurrence of falls in pre-frail older adults is associated with multiple risk factors. These risk factors can provide clinical nursing staff with specific focal points for monitoring this population and devising targeted fall prevention measures, with the aim of reducing the incidence of falls in pre-frail older adults.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Registration: &lt;/strong&gt;The systematic review was registered on the International Prospective Register of Sys","PeriodicalId":56258,"journal":{"name":"Geriatric Nursing","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142632308","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Predicting intentions to receive a COVID-19 booster vaccination among older adults using the Theory of Planned Behavior. 利用计划行为理论预测老年人接种 COVID-19 加强型疫苗的意愿。
IF 2.5 3区 医学 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2024-11-08 DOI: 10.1016/j.gerinurse.2024.10.035
Yen- Yu Hsiao, Hsiang-Ru Lai, Tien- Shan Chu, Shyh-Huey Jenn, Henny Dwi Susanti, Pi-Hsia Lee

The purpose of this study was to use the Theory of Planned Behavior to predict older adults' intentions and related factors of getting COVID-19 booster vaccinations and compare gender differences. A cross-sectional study was conducted, and 147 adults aged 65 years or older were recruited by convenience sampling in Taiwan. Results revealed that 57.1 % of participants had positive intentions of getting a COVID-19 booster vaccination. Attitudes, subjective norms, and perceived behavioral control explained 86.0 % of the behavioral intentions of getting a COVID-19 booster vaccination. Perceived behavioral control was the most important factor, followed by attitudes. Differences in intentions of getting the COVID-19 booster vaccination between males and females were not significant. The Theory of Planned Behavior and its main constructs can be appropriately applied to predict intentions to receive COVID-19 booster vaccinations among older adults.

本研究旨在运用计划行为理论预测老年人接种 COVID-19 加强型疫苗的意向和相关因素,并比较性别差异。本研究采用横断面研究方法,通过便利抽样在台湾招募了 147 名 65 岁或以上的成年人。结果显示,57.1% 的参与者对接种 COVID-19 加强型疫苗持积极态度。态度、主观规范和感知行为控制解释了86.0%的接种COVID-19加强型疫苗的行为意向。认知行为控制是最重要的因素,其次是态度。男性和女性接种 COVID-19 加强型疫苗的意向差异并不显著。计划行为理论及其主要结构可适当用于预测老年人接种 COVID-19 加强型疫苗的意向。
{"title":"Predicting intentions to receive a COVID-19 booster vaccination among older adults using the Theory of Planned Behavior.","authors":"Yen- Yu Hsiao, Hsiang-Ru Lai, Tien- Shan Chu, Shyh-Huey Jenn, Henny Dwi Susanti, Pi-Hsia Lee","doi":"10.1016/j.gerinurse.2024.10.035","DOIUrl":"https://doi.org/10.1016/j.gerinurse.2024.10.035","url":null,"abstract":"<p><p>The purpose of this study was to use the Theory of Planned Behavior to predict older adults' intentions and related factors of getting COVID-19 booster vaccinations and compare gender differences. A cross-sectional study was conducted, and 147 adults aged 65 years or older were recruited by convenience sampling in Taiwan. Results revealed that 57.1 % of participants had positive intentions of getting a COVID-19 booster vaccination. Attitudes, subjective norms, and perceived behavioral control explained 86.0 % of the behavioral intentions of getting a COVID-19 booster vaccination. Perceived behavioral control was the most important factor, followed by attitudes. Differences in intentions of getting the COVID-19 booster vaccination between males and females were not significant. The Theory of Planned Behavior and its main constructs can be appropriately applied to predict intentions to receive COVID-19 booster vaccinations among older adults.</p>","PeriodicalId":56258,"journal":{"name":"Geriatric Nursing","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142632275","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Predicting frailty in older patients with chronic pain using explainable machine learning: A cross-sectional study. 利用可解释机器学习预测老年慢性疼痛患者的虚弱程度:横断面研究
IF 2.5 3区 医学 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2024-11-08 DOI: 10.1016/j.gerinurse.2024.10.025
Xiaoang Zhang, Yuping Liao, Daying Zhang, Weichen Liu, Zhijian Wang, Yaxin Jin, Shushu Chen, Jianmei Wei

Frailty is common among older adults with chronic pain, and early identification is crucial in preventing adverse outcomes like falls, disability, and dementia. However, effective tools for identifying frailty in this population remain limited. This study aimed to explore frailty risk factors in older adults with chronic pain and to develop 9 machine learning models for frailty identification. The Shapley Additive Explanations (SHAP) method was used to explain the models. The Random Forest (RF) model performed best with 0.822 accuracy, 0.797 precision, and an AUC of 0.881. The variables in the RF model included: age, BMI, education level, pain duration, number of pain sites, pain level, depression, and Activity of Daily Living (ADL). Pain level, depression, and ADL were the 3 most important variables in the RF model. This model helps healthcare providers to identify frailty early, enabling timely interventions to improve patient outcomes and promote healthy aging.

体弱在患有慢性疼痛的老年人中很常见,早期识别对于预防跌倒、残疾和痴呆等不良后果至关重要。然而,在这一人群中识别虚弱的有效工具仍然有限。本研究旨在探索患有慢性疼痛的老年人的虚弱风险因素,并开发出 9 种用于识别虚弱的机器学习模型。这些模型采用夏普利加法解释(SHAP)方法进行解释。随机森林(RF)模型表现最佳,准确度为 0.822,精确度为 0.797,AUC 为 0.881。RF 模型中的变量包括:年龄、体重指数、教育程度、疼痛持续时间、疼痛部位数量、疼痛程度、抑郁程度和日常生活活动能力(ADL)。在 RF 模型中,疼痛程度、抑郁和 ADL 是三个最重要的变量。该模型有助于医疗服务提供者及早发现虚弱,从而及时采取干预措施,改善患者的治疗效果,促进健康老龄化。
{"title":"Predicting frailty in older patients with chronic pain using explainable machine learning: A cross-sectional study.","authors":"Xiaoang Zhang, Yuping Liao, Daying Zhang, Weichen Liu, Zhijian Wang, Yaxin Jin, Shushu Chen, Jianmei Wei","doi":"10.1016/j.gerinurse.2024.10.025","DOIUrl":"https://doi.org/10.1016/j.gerinurse.2024.10.025","url":null,"abstract":"<p><p>Frailty is common among older adults with chronic pain, and early identification is crucial in preventing adverse outcomes like falls, disability, and dementia. However, effective tools for identifying frailty in this population remain limited. This study aimed to explore frailty risk factors in older adults with chronic pain and to develop 9 machine learning models for frailty identification. The Shapley Additive Explanations (SHAP) method was used to explain the models. The Random Forest (RF) model performed best with 0.822 accuracy, 0.797 precision, and an AUC of 0.881. The variables in the RF model included: age, BMI, education level, pain duration, number of pain sites, pain level, depression, and Activity of Daily Living (ADL). Pain level, depression, and ADL were the 3 most important variables in the RF model. This model helps healthcare providers to identify frailty early, enabling timely interventions to improve patient outcomes and promote healthy aging.</p>","PeriodicalId":56258,"journal":{"name":"Geriatric Nursing","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142632267","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Factors associated with financial exploitation in older adults: A systematic review. 老年人遭受经济剥削的相关因素:系统综述。
IF 2.5 3区 医学 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2024-11-07 DOI: 10.1016/j.gerinurse.2024.10.028
Hadis Mosafer, Saeid Soltani, Zeinab Rostami, Sina Sharifi, Mohammad Mohammadi

Objectives: This systematic review aimed to identify and analyze factors associated with financial exploitation in older adults.

Methods: A comprehensive search strategy was implemented in December 2023, across three major databases (PubMed, Web of Science, and Scopus), along with Google Scholar as a search engine, without restrictions on publication year. Quality assessment was conducted using the Newcastle-Ottawa Scale (NOS) and CONSORT tool.

Results: Among the initial 985 articles identified, 26 fulfilled the inclusion criteria. The majority of studies were conducted in the USA and had a cross-sectional design. Key factors identified included cognitive function, depression and emotional health, physical health, social support and interpersonal relationships, living arrangements, race, and personality traits.

Conclusion: This review highlights the complex factors linked to financial exploitation in older adults, with cognitive function, depression, and social support as key predictors. However, inconsistencies in age, marital status, and substance use call for further research. Targeted interventions are essential to reduce the risk of exploitation.

目的:本系统综述旨在确定与老年人经济剥削相关的因素:本系统综述旨在识别和分析与老年人经济剥削相关的因素:2023 年 12 月,我们在三大数据库(PubMed、Web of Science 和 Scopus)中实施了综合搜索策略,并将 Google Scholar 作为搜索引擎,不限制发表年份。采用纽卡斯尔-渥太华量表(NOS)和 CONSORT 工具进行了质量评估:在最初确定的 985 篇文章中,有 26 篇符合纳入标准。大部分研究在美国进行,采用横断面设计。确定的关键因素包括认知功能、抑郁和情绪健康、身体健康、社会支持和人际关系、生活安排、种族和个性特征:本综述强调了与老年人经济剥削相关的复杂因素,其中认知功能、抑郁和社会支持是关键的预测因素。然而,在年龄、婚姻状况和药物使用方面的不一致性需要进一步研究。有针对性的干预措施对于降低剥削风险至关重要。
{"title":"Factors associated with financial exploitation in older adults: A systematic review.","authors":"Hadis Mosafer, Saeid Soltani, Zeinab Rostami, Sina Sharifi, Mohammad Mohammadi","doi":"10.1016/j.gerinurse.2024.10.028","DOIUrl":"https://doi.org/10.1016/j.gerinurse.2024.10.028","url":null,"abstract":"<p><strong>Objectives: </strong>This systematic review aimed to identify and analyze factors associated with financial exploitation in older adults.</p><p><strong>Methods: </strong>A comprehensive search strategy was implemented in December 2023, across three major databases (PubMed, Web of Science, and Scopus), along with Google Scholar as a search engine, without restrictions on publication year. Quality assessment was conducted using the Newcastle-Ottawa Scale (NOS) and CONSORT tool.</p><p><strong>Results: </strong>Among the initial 985 articles identified, 26 fulfilled the inclusion criteria. The majority of studies were conducted in the USA and had a cross-sectional design. Key factors identified included cognitive function, depression and emotional health, physical health, social support and interpersonal relationships, living arrangements, race, and personality traits.</p><p><strong>Conclusion: </strong>This review highlights the complex factors linked to financial exploitation in older adults, with cognitive function, depression, and social support as key predictors. However, inconsistencies in age, marital status, and substance use call for further research. Targeted interventions are essential to reduce the risk of exploitation.</p>","PeriodicalId":56258,"journal":{"name":"Geriatric Nursing","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142631889","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development and validation of a nomogram to predict frailty risk in Chinese older adults combined with physical fitness test indicators. 结合体能测试指标,开发并验证预测中国老年人虚弱风险的提名图。
IF 2.5 3区 医学 Q3 GERIATRICS & GERONTOLOGY Pub Date : 2024-11-07 DOI: 10.1016/j.gerinurse.2024.10.064
Yichao Yu, Xiaoxue Wu, Yifan Lu, Yating Li

This study aimed to develop and validate a nomogram combined with the indicators of the physical fitness test to predict frailty risk in Chinese older adults. We recruited 344 participants from a community in Hebei Province, China. Data were collected on 57 candidate factor variables from sociodemographic factors, lifestyle factors, clinical factors, body composition test, and physical fitness test. Ultimately 6 factor variables were included in this predictive model: age, nutritional risk, hypertension, multimorbidity, depression and 2-Minute step test. The area under the curve (AUC) value in the training set and validation set is 0.866 and 0.854, which indicates that the model has a good ability to discriminate. The results of the H-L test indicate that the model is well calibrated. The calibration curves also indicate a good model fit. The model provides older adults with risk indicators to identify and prevent the onset of frailty as early as possible.

本研究旨在开发并验证一种结合体质测试指标的提名图,以预测中国老年人的虚弱风险。我们从中国河北省的一个社区招募了 344 名参与者。我们从社会人口学因素、生活方式因素、临床因素、身体成分测试和体能测试中收集了 57 个候选因素变量的数据。该预测模型最终包括 6 个因素变量:年龄、营养风险、高血压、多病症、抑郁和 2 分钟台阶测试。训练集和验证集的曲线下面积(AUC)值分别为 0.866 和 0.854,表明该模型具有良好的判别能力。H-L 测试的结果表明模型校准良好。校准曲线也表明模型拟合良好。该模型为老年人提供了风险指标,以尽早识别和预防虚弱的发生。
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引用次数: 0
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Geriatric Nursing
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