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Perceived neighborhood environments and cardiovascular disease in older adults: the moderating role of cognitive activity. 感知邻里环境与老年人心血管疾病:认知活动的调节作用
IF 4.3 3区 医学 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-13 eCollection Date: 2025-01-01 DOI: 10.1093/geroni/igaf110
Jeein Law

Background and objectives: Cardiovascular disease (CVD) remains a leading cause of morbidity and mortality among older adults. While clinical risk factors are well documented, less is known about how perceived neighborhood environments interact with individual coping resources to influence CVD risk. Informed by the Stress Process Model and the Transactional Model of Stress and Coping, this study examines the associations between perceived neighborhood social cohesion and physical disorder and CVD among U.S. older adults, and whether cognitive activity moderates these associations.

Research design and methods: Pooled data were drawn from the 2016 and 2018 waves of the Health and Retirement Study, including 6,249 adults aged 65 and older who completed the Leave-Behind Questionnaire. Perceived neighborhood social cohesion and physical disorder were measured using validated multi-item scales. Cognitive activity was assessed based on participation in five cognitively stimulating behaviors (e.g., reading, writing, playing word games). Survey-weighted logistic regressions were conducted to estimate associations between neighborhood characteristics and CVD, including interaction terms with cognitive activity.

Results: Higher levels of social cohesion were associated with lower odds of CVD. Neither physical disorder nor cognitive activity was independently associated with CVD. However, cognitive activity moderated both neighborhood associations: the positive association between physical disorder and CVD was attenuated at higher levels of cognitive activity, whereas the protective association between social cohesion and CVD was weaker among individuals with greater cognitive activity.

Discussion and implications: Cognitive activity may buffer cardiovascular risk in physically disordered neighborhoods, while its benefits may be less apparent in socially cohesive settings. These findings suggest that cognitive engagement and neighborhood perceptions jointly shape cardiovascular risk and underscore the importance of integrated, multilevel interventions that promote both individual-level cognitive resources and neighborhood-level supports in aging populations.

背景和目的:心血管疾病(CVD)仍然是老年人发病和死亡的主要原因。虽然临床风险因素有很好的记录,但对感知的社区环境如何与个人应对资源相互作用以影响心血管疾病风险的了解较少。根据压力过程模型和压力与应对的交易模型,本研究探讨了感知邻里社会凝聚力与美国老年人身体障碍和心血管疾病之间的联系,以及认知活动是否调节了这些联系。研究设计和方法:汇集了2016年和2018年健康与退休研究的数据,包括6249名65岁及以上的成年人,他们完成了“留守问卷”。感知邻里社会凝聚力和身体障碍采用有效的多项目量表进行测量。认知活动是通过参与五种认知刺激行为(如阅读、写作、玩文字游戏)来评估的。采用调查加权逻辑回归来估计社区特征与心血管疾病之间的关联,包括与认知活动的相互作用。结果:较高的社会凝聚力与较低的心血管疾病发病率相关。身体障碍和认知活动都与CVD无关。然而,认知活动调节了这两种邻里关系:身体障碍和心血管疾病之间的正相关在认知活动水平较高时减弱,而社会凝聚力和心血管疾病之间的保护性关联在认知活动水平较高的个体中减弱。讨论和意义:认知活动可能在身体紊乱的社区中缓冲心血管风险,而其益处在社会凝聚力的环境中可能不那么明显。这些研究结果表明,认知参与和社区感知共同塑造心血管风险,并强调了综合多层次干预的重要性,这些干预可以促进老年人个体层面的认知资源和社区层面的支持。
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引用次数: 0
Self-perceptions of aging and memory in later life: the social pathways. 老年自我认知与记忆:社会途径。
IF 4.3 3区 医学 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-11 eCollection Date: 2025-01-01 DOI: 10.1093/geroni/igaf114
Rita Xiaochen Hu, Lydia W Li

Background and objectives: This study examined the association of self-perceptions of aging (SPA) and memory trajectories and the mediating role of social connections in their association.

Research design and methods: Data from 4,808 adults aged 65+ were drawn from the Health and Retirement Study (2008-2018). Latent growth curve modeling was used to examine the effects of positive and negative SPA on the intercept and slope of memory trajectories across 3 time points over 8 years. Direct and indirect effects of SPA on memory trajectories through social disconnectedness and loneliness were estimated.

Results: Both positive and negative SPA had indirect effects on the intercept of memory trajectories through loneliness but not social disconnectedness. Specifically, higher positive and negative SPA at Time 1 were linked to lower and greater loneliness at Time 2, respectively. T2 loneliness, in turn, was negatively associated with memory at Time 3. Additionally, negative SPA at baseline had direct effects on memory scores at Time 3.

Discussion and implications: Findings suggest that loneliness is a pathway via which positive and negative SPA influence memory. Interventions to reduce loneliness could be a way to mitigate the effects of SPA on memory in later life. The direct and indirect effects of negative SPA on memory suggest that negative aging stereotypes are powerful and have long-lasting impacts on cognitive function. Demystifying and reframing aging can produce positive cognitive benefits at the population and individual levels.

背景与目的:本研究探讨了衰老自我知觉与记忆轨迹的关系,以及社会关系在二者之间的中介作用。研究设计和方法:从健康与退休研究(2008-2018)中抽取了4808名65岁以上的成年人的数据。利用潜在增长曲线模型分析了8年时间内正、负SPA对3个时间点记忆轨迹截距和斜率的影响。通过社会脱节和孤独感来评估SPA对记忆轨迹的直接和间接影响。结果:正、负SPA均间接影响孤独感对记忆轨迹的截距,但不影响社会脱节。具体而言,时间1较高的积极和消极SPA分别与时间2较低和较高的孤独感相关。T2孤独感反过来又与时间3的记忆负相关。此外,基线时的负SPA对时间3的记忆评分有直接影响。讨论与启示:研究结果表明,孤独是积极和消极SPA影响记忆的途径。减少孤独感的干预可能是减轻SPA对以后生活记忆影响的一种方式。负性SPA对记忆的直接和间接影响表明,负性衰老刻板印象对认知功能具有强大且持久的影响。揭开老龄化的神秘面纱和重新定义老龄化可以在人群和个人层面上产生积极的认知益处。
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引用次数: 0
Back pain precedes sleep problems in older men. 在老年男性中,背痛先于睡眠问题。
IF 4.3 3区 医学 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-11 eCollection Date: 2025-01-01 DOI: 10.1093/geroni/igaf113
Soomi Lee, T Muhammad, Eric J Roseen, David T McNaughton, Christina X Mu, Cecilie Krage Øverås, Hazel Jenkins, Casper Nim, James J Young, Howard A Fink, Kristine E Ensrud, David M Almeida, Brent J Small, Peggy M Cawthon, Katie L Stone

Background and objectives: While cross-sectional associations between any pain and sleep problems have been established, longitudinal studies examining the temporal relationship between back pain and multidimensional sleep health remain limited. We evaluated whether the association between back pain and sleep problems was bidirectional in older men aged 65 years and above.

Research design and methods: Data came from the Osteoporotic Fractures in Men Study with a sample of 1,055 older men who completed 2 clinical sleep visits. A composite sleep problems score was created using self-report and actigraphy data reflecting irregularity, dissatisfaction, lack of daytime alertness, suboptimal timing, inefficiency, and suboptimal duration. Participants were queried by mail about back pain every 4 months, and we calculated the prevalence of any, frequent, severe, and activity-limiting back pain around their 2 sleep visits. Cross-lagged panel models estimated bidirectional associations between sleep problems and subsequent back pain, and vice versa, over 6 years.

Results: Multivariable-adjusted results showed that having any back pain, frequent back pain, severe back pain, and activity-limiting back pain predicted 12%-25% greater sleep problems 6 years later (Exp(β) = 1.12; 95% confidence interval [CI] = 1.03-1.21 to Exp(β) = 1.25; 95% CI = 1.05-1.48), but sleep problems did not predict subsequent back pain.

Discussion and implications: This study highlights the long-term temporal directionality of the association between back pain and sleep problems in older men. Back pain preceded more sleep problems, but an inverse association was not observed. Our findings suggest that interventions targeting back pain may help decrease sleep problems in older men and warrant further investigation into potential mechanisms.

背景和目的:虽然疼痛和睡眠问题之间的横断面关联已经建立,但检查背痛和多维睡眠健康之间的时间关系的纵向研究仍然有限。我们评估了65岁及以上的老年男性背部疼痛和睡眠问题之间是否存在双向关联。研究设计和方法:数据来自男性骨质疏松性骨折研究,样本为1055名老年男性,他们完成了两次临床睡眠访问。使用自我报告和活动记录数据创建一个复合睡眠问题评分,反映不规律、不满意、白天缺乏警觉性、次优时间、效率低下和次优持续时间。参与者每4个月通过邮件询问一次背部疼痛,我们计算了在他们两次睡眠访问期间任何、频繁、严重和限制活动的背部疼痛的患病率。交叉滞后面板模型估计了6年内睡眠问题和随后的背部疼痛之间的双向关联,反之亦然。结果:多变量调整后的结果显示,有任何背痛、频繁背痛、严重背痛和限制活动背痛的患者6年后的睡眠问题会增加12%-25% (Exp(β) = 1.12;95%置信区间[CI] = 1.03-1.21, Exp(β) = 1.25;95% CI = 1.05-1.48),但睡眠问题与随后的背部疼痛无关。讨论和启示:本研究强调了老年男性背部疼痛和睡眠问题之间的长期时间方向性关系。背部疼痛会导致更多的睡眠问题,但没有观察到反向关联。我们的研究结果表明,针对背部疼痛的干预措施可能有助于减少老年男性的睡眠问题,并值得进一步研究潜在的机制。
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引用次数: 0
A systematic review of unmet needs of older adults in home settings and their implications for novel technological solutions. 对家庭环境中老年人未满足的需求及其对新技术解决方案的影响进行系统回顾。
IF 4.3 3区 医学 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-10 eCollection Date: 2025-12-01 DOI: 10.1093/geroni/igaf106
Andrew Dolman, Sidharth Kaliappan, Yanling Zhou, Divija Palleti, Jenna Marquard, Sunghoon Ivan Lee, Ravi Karkar, Holly Brugge Jimison

Background and objectives: To better support aging in place, we first must understand the needs of the older adult population. We conducted a systematic review to understand the needs of older adults in the home.

Research design and methods: We queried the PubMed, CINAHL, and ProQuest databases to identify literature related to needs assessments of older adults in the home. Records were included if: (1) the population focused on older adults (aged 65 years and older); (2) a needs assessment was conducted; (3) the older adult population was aging in place and not in a long-term care facility; (4) English language publication; (5) published since 2013; and (6) pertaining solely to older adult caregivers' needs. The needs identified in each article were extracted and categorized based on emergent themes.

Results: A total of 1,963 records were identified. After removing duplicate records and those not meeting the inclusion criteria, 65 articles were included in the final analysis. Six need-related theme domains were identified: health management needs; social needs; homecare and practical needs; information needs; technology needs; and healthcare system needs.

Discussion and implications: Through the systematic review, we identified a wide range of unmet needs for older adults aging in the home. The unmet needs of older adults are multifaceted and provide ideal targets for the development of novel technological solutions. In particular, recent advances in artificial intelligence (AI), especially generative AI such as large language models (LLMs), surface the potential for technology to address unmet needs across multiple domains. We discuss the potential for AI to lower barriers to technology uptake for older adults and create novel solutions to each of the need domains identified. Ultimately, AI-enabled solutions may increase independence for older adults and potentially increase the ability to age in place.

背景和目的:为了更好地支持老龄化,我们首先必须了解老年人口的需求。我们进行了一次系统的回顾,以了解老年人在家中的需求。研究设计和方法:我们查询了PubMed、CINAHL和ProQuest数据库,以确定与老年人家庭需求评估相关的文献。如果:(1)人口集中在老年人(65岁及以上);(2)进行需求评估;(3)老年人口就地老龄化,未进入长期护理机构;(4)英文出版;(5) 2013年以后出版的;(6)仅涉及老年人照顾者的需求。每篇文章中确定的需求根据紧急主题进行了提取和分类。结果:共鉴定出1963条记录。在剔除重复记录和不符合纳入标准的文献后,65篇文献被纳入最终分析。确定了六个与需求有关的主题领域:卫生管理需求;社会需求;家居护理及实际需要;信息需求;技术需求;以及医疗保健系统的需求。讨论和启示:通过系统回顾,我们确定了老年人在家中的广泛未满足的需求。老年人未满足的需求是多方面的,为开发新的技术解决方案提供了理想的目标。特别是,人工智能(AI)的最新进展,特别是生成式AI,如大型语言模型(llm),显示了技术解决多个领域未满足需求的潜力。我们讨论了人工智能降低老年人接受技术障碍的潜力,并为所确定的每个需求领域创造了新的解决方案。最终,人工智能解决方案可能会提高老年人的独立性,并有可能提高他们的养老能力。
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引用次数: 0
One crisis, many ages: investigating opioid use disorder across the life course. 一个危机,许多年龄:在整个生命过程中调查阿片类药物使用障碍。
IF 4.3 3区 医学 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-10-08 eCollection Date: 2025-01-01 DOI: 10.1093/geroni/igaf081
Ashley Z Ritter, Sarah C Gebauer, Marcia G Ory
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引用次数: 0
Relationships between frailty, housing characteristics, and heat-health outcomes in community-dwelling older adults in Hong Kong. 香港社区居住老年人体质、住房特征和热健康结果之间的关系
IF 4.3 3区 医学 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-09-29 eCollection Date: 2025-01-01 DOI: 10.1093/geroni/igaf105
Eric T C Lai, Wui Ling Chu, Jean Woo

Background and objectives: Previous evidence showed that frailty in older age and precarious housing characteristics, respectively, contribute to poorer heat-related health outcomes. It is not known whether these conditions would interact with each other to produce a larger impact on older people's health.

Research design and methods: A cross-sectional questionnaire survey was conducted in May-July 2024 in a sample of older people aged 60 or over in Hong Kong, a city on the Southern coast of China. Frailty was measured using the Fried phenotype (five items). Housing characteristics were measured by whether it is a small flat (<100 square feet per person), living alone, inadequate housing (subdivided units or other forms), or whether the respondent had an air conditioner at home. Heat-related health outcomes were self-rated health, thermal comfort at home, and any heat-related signs/symptoms during summertime. Multivariable Poisson regression with robust standard error was used. Relative risk due to interaction was used to characterize additive interaction between housing characteristics and frailty.

Results: Among the 1,393 respondents who completed the questionnaire, about 60% reported being frail. Those who were frail were less likely to report thermally comfortable at home (RR: 0.75; 95% CI: 0.66, 0.87) and had a higher chance of reporting any heat-related signs/symptoms (RR: 1.28; 95% CI: 1.18, 1.38). We found evidence of additive interaction between frailty and living alone, in which, only for those who were robust, living alone is related to a lower risk of heat-related signs/symptoms.

Discussion and implications: Targeted interventions to improve the well-being of community-dwelling older adults during periods of extreme heat should be designed especially for those who are frail.

背景和目的:先前的证据表明,老年人的虚弱和不稳定的住房特征分别导致了与热相关的较差的健康结果。目前尚不清楚这些条件是否会相互作用,对老年人的健康产生更大的影响。研究设计与方法:本研究于2024年5 - 7月在中国南部沿海城市香港对60岁及以上老年人进行了横断面问卷调查。脆弱性采用Fried表型(5项)进行测量。调查结果:在1,393名完成问卷的受访者中,约有60%的人表示身体虚弱。那些身体虚弱的人不太可能报告在家中的热舒适(RR: 0.75; 95% CI: 0.66, 0.87),并且报告任何与热相关的体征/症状的可能性更高(RR: 1.28; 95% CI: 1.18, 1.38)。我们发现了虚弱和独居之间相互作用的证据,其中,只有那些身体强壮的人,独居与较低的热相关体征/症状风险有关。讨论和启示:有针对性的干预措施,以改善社区居住的老年人在极端高温期间的福祉,应特别为那些身体虚弱的老年人设计。
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引用次数: 0
Predicting active and productive engagement: introducing the index of aging in midlife and beyond (IAM+). 预测积极和富有成效的参与:引入中年及以后的老龄化指数(IAM+)。
IF 4.3 3区 医学 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-09-29 eCollection Date: 2025-01-01 DOI: 10.1093/geroni/igaf104
Leah Abrams, Stipica Mudrazija, Barbara Butrica, Rebekah Carpenter, Amanda Sonnega, Dawn Carr

Background and objectives: Indicators of midlife health decline are needed to determine people's ability to engage in meaningful activities as they age and to implement early interventions to improve long-term health trajectories. Existing measures of physiological aging are unidimensional, expensive, difficult to collect, or focused on advanced disability, making it challenging to identify exposures that contribute to accelerate aging beginning in midlife.

Research design and methods: Using the Health and Retirement Study (HRS), we developed the Index of Aging in Midlife and Beyond (IAM+), a 10-item scale that accounts for a range of abilities and domains of health using survey items including multimorbidity, functional capacity, and self-reported cognitive, mental, physical, and sensory health. We evaluated overall reliability and variability. Then, we tested the association between physically demanding jobs in ages 51-56 with trajectories of IAM+ scores in midlife and old age. Finally, we considered predictive validity by examining associations between midlife IAM+ scores and later life activity and health outcomes.

Results: The IAM+ had acceptable reliability (alpha = 0.739-0.773). Distributions showed substantial variability. Physically demanding jobs were associated with higher IAM+ scores and accelerated increases in scores in midlife; differences in level, but not slopes, were sustained after retirement age. Higher IAM+ scores in midlife predicted reduced engagement in activities 10 years later, including early labor force exits, and predicted allostatic load, frailty, and mortality 20 years later.

Discussion and implications: The IAM+ is an acceptable and accessible new measure for evaluating health in midlife, with many applications for promoting active and productive engagement through later life.

背景和目标:需要中年健康衰退指标来确定人们随着年龄的增长从事有意义活动的能力,并实施早期干预措施以改善长期健康轨迹。现有的生理衰老测量方法是单向度的、昂贵的、难以收集的,或者侧重于晚期残疾,这使得确定从中年开始加速衰老的暴露具有挑战性。研究设计和方法:利用健康与退休研究(HRS),我们开发了中年及以后的老龄化指数(IAM+),这是一个10个项目的量表,使用包括多病、功能能力和自我报告的认知、心理、身体和感觉健康在内的调查项目,说明了一系列的能力和健康领域。我们评估了总体的可靠性和可变性。然后,我们测试了51-56岁体力要求高的工作与中年和老年IAM+得分轨迹之间的关系。最后,我们通过检查中年IAM+评分与晚年活动和健康结果之间的关联来考虑预测有效性。结果:IAM+具有可接受的信度(alpha = 0.739 ~ 0.773)。分布表现出很大的变异性。体力要求高的工作与较高的IAM+得分和中年得分加速增长有关;在退休年龄后,水平上的差异(而不是斜率)持续存在。中年时较高的IAM+分数预示着10年后的活动参与减少,包括早期劳动力退出,并预示着20年后的适应负荷、虚弱和死亡率。讨论和影响:IAM+是评估中年健康的一种可接受和可获得的新措施,在许多应用中促进晚年积极和富有成效的参与。
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引用次数: 0
Navigating the future of artificial intelligence technologies for improving the care of older adults. 引导人工智能技术的未来,以改善老年人的护理。
IF 4.3 3区 医学 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-09-25 eCollection Date: 2025-12-01 DOI: 10.1093/geroni/igaf092
Michael Abadir, William Dineen, Daniel Myers, Simone Yu, Phillip Phan

The rapid aging of the global population presents complex challenges for health systems, families, and societies. Artificial intelligence (AI) technologies-from predictive analytics and conversational agents to robotic caregivers and remote monitoring-offer scalable solutions to support older adults throughout their life courses. This article examines the evolving landscape of AI-enabled care for aging populations, structured around the geriatric 4Ms: what Matters, Medication, Mentation, and Mobility. We synthesize current evidence on the application of AI in personalized medicine, cognitive support, fall detection, and chronic disease management while exploring the cultural, economic, and policy contexts that influence technology adoption. The market for age-related technology is expanding; however, disparities in access, digital literacy, and algorithmic bias risk exacerbating inequities. We identify persistent gaps in implementation, including the underrepresentation of diverse older adults in training data sets, limited longitudinal studies, and a lack of integration across diagnostic and therapeutic systems. We propose a future research agenda centered on five priorities: (1) establishing life-course AI research agendas, (2) promoting inclusive and participatory development processes, (3) advancing gerontological design principles, (4) expanding AI literacy across the aging services workforce, and (5) developing robust ethical and regulatory infrastructures. The article calls for interdisciplinary collaboration among gerontologists, engineers, policymakers, and ethicists to ensure that AI innovations are safe, equitable, and responsive to the lived experiences of older adults. Ultimately, we argue that AI must be implemented not as isolated tools but as components of comprehensive care ecosystems that support aging in place, reduce caregiver burden, and preserve human dignity.

全球人口的迅速老龄化给卫生系统、家庭和社会带来了复杂的挑战。人工智能(AI)技术——从预测分析和对话代理到机器人护理人员和远程监控——提供了可扩展的解决方案,在老年人的整个生命历程中为他们提供支持。本文探讨了人工智能支持的老龄化人口护理的不断发展的前景,围绕着老年医学的4Ms:什么是重要的,药物,心理状态和流动性。我们综合了人工智能在个性化医疗、认知支持、跌倒检测和慢性疾病管理方面应用的现有证据,同时探索了影响技术采用的文化、经济和政策背景。与年龄相关的技术市场正在扩大;然而,在获取、数字素养和算法偏见方面的差距可能会加剧不平等。我们发现了实施中持续存在的差距,包括培训数据集中不同老年人的代表性不足,有限的纵向研究,以及缺乏跨诊断和治疗系统的整合。我们提出了一个以五个优先事项为中心的未来研究议程:(1)建立生命周期人工智能研究议程,(2)促进包容性和参与性发展进程,(3)推进老年学设计原则,(4)在老龄化服务劳动力中扩大人工智能素养,以及(5)建立健全的道德和监管基础设施。这篇文章呼吁老年学家、工程师、政策制定者和伦理学家之间进行跨学科合作,以确保人工智能创新是安全、公平的,并对老年人的生活经历做出反应。最后,我们认为人工智能不应作为孤立的工具,而应作为全面护理生态系统的组成部分来实施,以支持老龄化,减轻护理人员的负担,并维护人类尊严。
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引用次数: 0
Risk factors for elder abuse severity: findings from the Canadian longitudinal study on aging. 虐待老人严重程度的危险因素:来自加拿大老龄化纵向研究的发现。
IF 4.3 3区 医学 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-09-23 eCollection Date: 2025-01-01 DOI: 10.1093/geroni/igaf101
David Burnes, Clémentine Rotsaert, Mark S Lachs, Karl A Pillemer

Background and objectives: Elder abuse (EA) conceptualizations are evolving from conventional binary understandings toward a severity lens that more accurately captures the spectrum of victim experiences and complexity of EA intervention. Although momentum behind a focus on severity has grown, our understanding of EA severity risk factors is methodologically limited by studies using clinical convenience samples and/or cross-sectional designs. Informed by the Contextual Theory of Elder Abuse, this article sought to advance the state of science surrounding EA severity risk factors using data from a longitudinal, population-based design and examining factors from several levels of ecological influence.

Research design and methods: Using the Canadian Longitudinal Study on Aging, this study analyzed a sample of EA victims (n = 2,364) reporting past-year emotional/psychological, physical, and/or financial abuse, who completed baseline and follow-up waves of data collection. EA victimization was assessed using validated tools and behaviorally defined items describing specific mistreatment behaviors. Calculation of EA severity for each subtype combined dimensions of behavioral multiplicity (number of mistreatment behaviors) and frequency. Independent change variables were used to confirm the direction of change underlying potential risk factors prior to EA victimization. Multinomial logistic regression was used to identify factors associated with increased levels of EA severity.

Results: Across subtypes, the most consistent risk factors for heightened EA severity were perpetrator cohabitation and the older adult's experience of child maltreatment. Other risk factors were identified across physical, psycho-emotional, social, and sociocultural domains. Risk profiles varied across mistreatment subtypes.

Discussion and implications: This study represents the most methodologically rigorous examination of EA severity risk conducted to date. Findings will enhance our capacity to identify EA victims in particularly harmful scenarios and inform mechanistically driven interventions designed to reduce the magnitude of the problem, as well as practice decisions related to case prioritization, triaging, and risk assessment.

背景和目标:老年人虐待(EA)的概念正在从传统的二元理解演变为更准确地捕捉受害者经历的范围和EA干预的复杂性的严重性镜头。尽管关注严重性的势头有所增长,但我们对EA严重性风险因素的理解在方法学上受到使用临床方便样本和/或横断面设计的研究的限制。在老年人虐待语境理论的指导下,本文试图利用纵向、基于人群的设计数据,并从几个生态影响层面检查因素,来推进EA严重程度风险因素的科学现状。研究设计和方法:使用加拿大老龄化纵向研究,本研究分析了EA受害者样本(n = 2364)报告过去一年的情感/心理,身体和/或经济虐待,他们完成了基线和后续数据收集。使用经过验证的工具和描述特定虐待行为的行为定义项目来评估EA受害。结合行为多重度(虐待行为的数量)和频率的维度计算每个亚型的EA严重程度。独立变化变量用于确定EA受害之前潜在风险因素的变化方向。使用多项逻辑回归来确定与EA严重程度增加相关的因素。结果:在所有亚型中,最一致的EA严重程度升高的危险因素是犯罪者同居和老年人的儿童虐待经历。其他风险因素在身体、心理、社会和社会文化领域被确定。不同虐待亚型的风险概况各不相同。讨论和启示:该研究代表了迄今为止对EA严重性风险进行的最严格的方法检查。研究结果将提高我们识别EA受害者的能力,特别是在有害的情况下,并告知机械驱动的干预措施,旨在减少问题的严重性,以及与案例优先级,分类和风险评估相关的实践决策。
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引用次数: 0
A novel computational analysis integrating social determinants information from EHR and literature with Alzheimer's disease biological knowledge through large language models and knowledge graphs. 一种新的计算分析,通过大型语言模型和知识图,将来自电子病历和文献的社会决定因素信息与阿尔茨海默病生物学知识相结合。
IF 4.3 3区 医学 Q1 GERIATRICS & GERONTOLOGY Pub Date : 2025-09-23 eCollection Date: 2025-12-01 DOI: 10.1093/geroni/igaf102
Tianqi Shang, Shu Yang, Tianhua Zhai, Weiqing He, Elizabeth Mamourian, Jiayu Zhang, Bojian Hou, Joseph Lee, Duy Duong-Tran, Jason H Moore, Marylyn D Ritchie, Li Shen

Background and objectives: Alzheimer's disease (AD) and AD-related dementias (ADRD) are expected to affect over 100 million people by 2050, placing a significant strain on public health systems. Social determinants of health (SDoH), which include factors such as socioeconomic conditions and environment, play a crucial role in AD risk. Despite growing evidence, the understanding of SDoH's impact on AD remains limited.

Research design and methods: This study leverages large language models and knowledge graphs (KGs) to extract AD-related SDoH knowledge from literature and electronic health records (EHR). We integrate this knowledge into biological research on AD through KG construction and graph deep learning, performing KG-link predictions validated by multimodal biological data from single-cell RNA-seq and proteomics.

Results: We generated an SDoH knowledge graph with around 92k triplets, integrating literature and EHR data. In various link prediction experiments, we observed higher accuracy when integrating SDoH into knowledge graphs. Additionally, exploratory predictions uncovered potential SDoH-gene interactions, many of which were validated through differential expression analysis using proteomics and RNA-seq data.

Discussion and implications: This novel KG-based analysis enhances link prediction in AD-related biomedical networks by integrating SDoH and biological knowledge. Our findings highlight the potential interaction between social determinants and biological factors in AD, offering insights into more personalized and socially aware healthcare interventions.

背景和目标:到2050年,阿尔茨海默病(AD)和AD相关痴呆(ADRD)预计将影响1亿多人,给公共卫生系统带来巨大压力。健康的社会决定因素(SDoH),包括社会经济条件和环境等因素,在AD风险中起着至关重要的作用。尽管有越来越多的证据,但对SDoH对AD的影响的理解仍然有限。研究设计和方法:本研究利用大型语言模型和知识图(KGs)从文献和电子健康记录(EHR)中提取ad相关的SDoH知识。我们通过KG构建和图深度学习将这些知识整合到AD的生物学研究中,并通过来自单细胞RNA-seq和蛋白质组学的多模态生物学数据进行KG链接预测。结果:我们整合文献和电子病历数据,生成了一个包含约92k个三联体的SDoH知识图谱。在各种链接预测实验中,我们发现将SDoH集成到知识图中准确率更高。此外,探索性预测揭示了潜在的sdoh基因相互作用,其中许多通过使用蛋白质组学和RNA-seq数据的差异表达分析得到了验证。讨论与启示:这一新颖的基于kg的分析通过整合SDoH和生物学知识,增强了ad相关生物医学网络的链接预测。我们的研究结果强调了阿尔茨海默病的社会决定因素和生物因素之间潜在的相互作用,为更加个性化和社会意识的医疗保健干预提供了见解。
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Innovation in Aging
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