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孤独是接受社区护理的老年人进入养老院时间的一个风险因素。

Loneliness as a Risk Factor for Time to Care Home Entry for Older Adults Receiving Community Care.

作者信息

Rickman Sam, Fernandez Jose-Luis, Malley Juliette

机构信息

Care Policy and Evaluation Centre (CPEC), London School of Economics, London, UK.

出版信息

Innov Aging. 2025 Feb 8;9(6):igaf010. doi: 10.1093/geroni/igaf010. eCollection 2025.

Abstract

BACKGROUND AND OBJECTIVES

International efforts to contain long-term care costs have prioritized personal care. However, reductions in services aimed at addressing loneliness or promoting social participation may affect demand for long-term care facilities. Research on the impact of loneliness on entry to residential or nursing care is based on survey data, which under-represents those with highest needs. Administrative records include such individuals and, unlike surveys, contain continuous data on service receipt, enabling accurate modeling of time to care home entry.

RESEARCH DESIGN AND METHODS

We use administrative data for 1 101 individuals receiving care in a London local authority. We extract loneliness from free text notes using a large language model and model its impact on care home entry 5 years after assessment, controlling for needs and demographics. We use logistic regression and a competing risks survival model to measure the time until care home entry.

RESULTS

The odds ratio for care home entry associated with loneliness is 1.45 with logistic regression (95% CI 1.04-2.01). The hazard ratio is 1.32 (95% CI 1.01-1.72) with a cause-specific model, and 1.39 (95% CI 1.08-1.79) using the Fine and Gray method. Among those most likely to enter a care home, the median time to entry is 9 months (95% CI 228-328 days) earlier for those who are lonely.

DISCUSSION AND IMPLICATIONS

The hazard ratio of loneliness on care home entry is around the magnitude associated with gender, ethnicity, or living alone. However, loneliness is modifiable. Reductions to services for social participation, such as day centers, are likely to cause an increase in loneliness. We demonstrate that for those with the highest needs, loneliness is a significant risk factor for time until care home entry. Policymakers seeking to delay care home entry should consider the impact of services for loneliness.

摘要

背景与目标

国际上控制长期护理成本的努力将个人护理作为优先事项。然而,旨在解决孤独感或促进社会参与的服务减少可能会影响对长期护理机构的需求。关于孤独感对入住养老院或护理院影响的研究基于调查数据,这些数据对需求最高的人群代表性不足。行政记录涵盖了这类人群,并且与调查不同,包含服务接受情况的连续数据,能够对入住养老院的时间进行准确建模。

研究设计与方法

我们使用了伦敦一个地方当局为1101名接受护理的个人提供的行政数据。我们使用大语言模型从自由文本记录中提取孤独感,并在控制需求和人口统计学因素的情况下,对评估后5年孤独感对入住养老院的影响进行建模。我们使用逻辑回归和竞争风险生存模型来衡量入住养老院的时间。

结果

逻辑回归显示,与孤独感相关的入住养老院的比值比为1.45(95%置信区间1.04 - 2.01)。特定病因模型的风险比为1.32(95%置信区间1.01 - 1.72),使用Fine和Gray方法时为1.39(95%置信区间1.08 - 1.79)。在最有可能入住养老院的人群中,孤独者入住的中位时间早9个月(95%置信区间228 - 328天)。

讨论与启示

孤独感对入住养老院的风险比与性别、种族或独居相关的风险比大致相当。然而,孤独感是可以改变的。减少诸如日间护理中心等社会参与服务可能会导致孤独感增加。我们证明,对于需求最高的人群,孤独感是入住养老院时间的一个重要风险因素。寻求延迟入住养老院的政策制定者应考虑针对孤独感的服务所产生的影响。

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