Distinct patterns of social media use in later life: Digitally mediated social environments and a dual-association pattern of human vulnerability

Yuna Seo, Yuki Nakada
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Abstract

As digitally mediated social environments increasingly structure everyday interaction, understanding how such artificial environments relate to human vulnerability has become a critical challenge. This study examines how distinct patterns of social media engagement, active/expressive versus informational-communicative use, are associated with frailty among older adults, and whether psychological well-being and lifestyle behaviors operate as intervening associations rather than causal pathways. Survey data were collected from 963 community-dwelling Japanese adults aged 65–89. Exploratory factor analysis identified two dimensions of social media use. Logistic regression using a quartile-based frailty definition showed that informational-communicative social media use was associated with a higher likelihood of frailty, whereas active/expressive use was not. However, this direct association was not robust in sensitivity analyses using the established clinical Kihon Checklist cutoff; under this clinical criterion, informational-communicative use was no longer significantly associated with frailty and the odds ratio changed direction. In contrast, psychological well-being and healthy lifestyle behaviors were consistently associated with lower frailty across operationalizations. Mediation analyses conducted within a structural equation modeling framework suggested a modest indirect protective association through psychological well-being and healthier lifestyle behaviors. Taken together, the findings indicate a definition-sensitive and dual-association pattern, rather than a robust direct association between informational-communicative use and clinically defined frailty. Cluster analysis further demonstrated substantial heterogeneity in digital engagement, with high-use individuals exhibiting the highest frailty prevalence under the quartile-based frailty classification. These findings should be interpreted as a pattern of associations rather than causal pathways, as the cross-sectional design does not permit temporal inference; alternative explanations, including reverse causality, remain plausible. Nevertheless, the results suggest that artificially mediated social environments may be linked to heterogeneous patterns of human vulnerability in later life, particularly at the level of relative or subclinical vulnerability rather than clinically defined frailty. This nuanced association pattern underscores the importance of age-sensitive design and governance of digital social systems.
晚年社会媒体使用的不同模式:数字媒介的社会环境和人类脆弱性的双重关联模式
随着数字媒介的社会环境日益构成日常互动,理解这种人工环境与人类脆弱性的关系已成为一项关键挑战。本研究考察了社交媒体参与的不同模式,积极/表达与信息交流的使用,是如何与老年人的虚弱联系在一起的,以及心理健康和生活方式行为是否作为干预关联而不是因果途径。调查数据来自963名65-89岁的日本社区居民。探索性因素分析确定了社交媒体使用的两个维度。使用基于四分位数的脆弱性定义的逻辑回归显示,信息交流型社交媒体的使用与更高的脆弱性可能性相关,而主动/表达型使用则与之无关。然而,在使用已建立的临床Kihon检查表截断值的敏感性分析中,这种直接关联并不牢固;在这一临床标准下,信息交流使用不再与虚弱显著相关,优势比也改变了方向。相反,心理健康和健康的生活方式行为在整个操作过程中始终与较低的脆弱性相关。在结构方程模型框架内进行的中介分析表明,通过心理健康和更健康的生活方式行为存在适度的间接保护关联。综上所述,这些发现表明了一种定义敏感和双重关联模式,而不是信息交流使用与临床定义的虚弱之间的强大直接关联。聚类分析进一步证明了数字参与的实质性异质性,在基于四分位数的脆弱性分类中,高使用个体表现出最高的脆弱性患病率。这些发现应该被解释为一种关联模式,而不是因果途径,因为横断面设计不允许时间推断;其他的解释,包括反向因果关系,仍然是可信的。然而,研究结果表明,人为调节的社会环境可能与人类晚年脆弱性的异质性模式有关,特别是在相对或亚临床脆弱性水平上,而不是临床定义的脆弱性。这种微妙的关联模式强调了对数字社会系统进行年龄敏感设计和治理的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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