{"title":"A two-stage analysis of social media use patterns, psychosocial well-being, and frailty in an aging Japan.","authors":"Yuki Nakada, Yuna Seo","doi":"10.1016/j.tjfa.2025.100091","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>In Japan's super-aged society, frailty prevention is a critical public health issue. While social media use is increasing among older adults, its impact on well-being is complex and not fully understood beyond a simple active-passive dichotomy. This study aims to explore the relationship between specific social media usage patterns, users' psychosocial backgrounds, and frailty risk.</p><p><strong>Methods: </strong>We conducted a cross-sectional online survey of 950 community-dwelling older adults in Japan. Frailty was assessed using the Kihon Checklist. A two-stage analysis was performed: 1) K-means cluster analysis was used to classify participants based on eight SOCIAL MEDIA use behavior variables, followed by a Kruskal-Wallis test to compare psychosocial characteristics across clusters; 2) Ordinal logistic regression analysis was used to identify specific behaviors associated with frailty after adjusting for covariates.</p><p><strong>Results: </strong>Three distinct user clusters were identified: \"Balanced, reality-oriented communicators\" (n = 333), \"Low-engagement, passive users\" (n = 419), and \"Active, multi-purpose users\" (n = 198). The \"Low-engagement\" group reported the highest levels of loneliness and unhappiness, despite high real-world social participation. Regression analysis revealed that the specific behavior of \"using social media to keep a record of my own activities\" (self-documentation) was independently associated with an increased risk of frailty (β = 0.105, p < .05). Conversely, high exercise self-efficacy (p < .001), sleep satisfaction (p < .01), and satisfaction with face-to-face communication (p < .001) were protective factors.</p><p><strong>Conclusion: </strong>Social media usage patterns reflect underlying psychosocial states, but are not direct predictors of frailty. The motivation-driven behavior of self-documentation, rather than general activity, is a risk factor. These findings suggest that interventions should focus on the quality and function of social media use, promoting digital literacy that enhances well-being in older adults.</p>","PeriodicalId":51629,"journal":{"name":"Journal of Frailty & Aging","volume":"14 6","pages":"100091"},"PeriodicalIF":3.3000,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Frailty & Aging","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1016/j.tjfa.2025.100091","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"GERIATRICS & GERONTOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Background: In Japan's super-aged society, frailty prevention is a critical public health issue. While social media use is increasing among older adults, its impact on well-being is complex and not fully understood beyond a simple active-passive dichotomy. This study aims to explore the relationship between specific social media usage patterns, users' psychosocial backgrounds, and frailty risk.
Methods: We conducted a cross-sectional online survey of 950 community-dwelling older adults in Japan. Frailty was assessed using the Kihon Checklist. A two-stage analysis was performed: 1) K-means cluster analysis was used to classify participants based on eight SOCIAL MEDIA use behavior variables, followed by a Kruskal-Wallis test to compare psychosocial characteristics across clusters; 2) Ordinal logistic regression analysis was used to identify specific behaviors associated with frailty after adjusting for covariates.
Results: Three distinct user clusters were identified: "Balanced, reality-oriented communicators" (n = 333), "Low-engagement, passive users" (n = 419), and "Active, multi-purpose users" (n = 198). The "Low-engagement" group reported the highest levels of loneliness and unhappiness, despite high real-world social participation. Regression analysis revealed that the specific behavior of "using social media to keep a record of my own activities" (self-documentation) was independently associated with an increased risk of frailty (β = 0.105, p < .05). Conversely, high exercise self-efficacy (p < .001), sleep satisfaction (p < .01), and satisfaction with face-to-face communication (p < .001) were protective factors.
Conclusion: Social media usage patterns reflect underlying psychosocial states, but are not direct predictors of frailty. The motivation-driven behavior of self-documentation, rather than general activity, is a risk factor. These findings suggest that interventions should focus on the quality and function of social media use, promoting digital literacy that enhances well-being in older adults.
期刊介绍：
The Journal of Frailty & Aging is a peer-reviewed international journal aimed at presenting articles that are related to research in the area of aging and age-related (sub)clinical conditions. In particular, the journal publishes high-quality papers describing and discussing social, biological, and clinical features underlying the onset and development of frailty in older persons. The Journal of Frailty & Aging is composed by five different sections: - Biology of frailty and aging In this section, the journal presents reports from preclinical studies and experiences focused at identifying, describing, and understanding the subclinical pathophysiological mechanisms at the basis of frailty and aging. - Physical frailty and age-related body composition modifications Studies exploring the physical and functional components of frailty are contained in this section. Moreover, since body composition plays a major role in determining physical frailty and, at the same time, represents the most evident feature of the aging process, special attention is given to studies focused on sarcopenia and obesity at older age. - Neurosciences of frailty and aging The section presents results from studies exploring the cognitive and neurological aspects of frailty and age-related conditions. In particular, papers on neurodegenerative conditions of advanced age are welcomed. - Frailty and aging in clinical practice and public health This journal’s section is devoted at presenting studies on clinical issues of frailty and age-related conditions. This multidisciplinary section particularly welcomes reports from clinicians coming from different backgrounds and specialties dealing with the heterogeneous clinical manifestations of advanced age. Moreover, this part of the journal also contains reports on frailty- and age-related social and public health issues. - Clinical trials and therapeutics This final section contains all the manuscripts presenting data on (pharmacological and non-pharmacological) interventions aimed at preventing, delaying, or treating frailty and age-related conditions.The Journal of Frailty & Aging is a quarterly publication of original papers, review articles, case reports, controversies, letters to the Editor, and book reviews. Manuscripts will be evaluated by the editorial staff and, if suitable, by expert reviewers assigned by the editors. The journal particularly welcomes papers by researchers from different backgrounds and specialities who may want to share their views and experiences on the common themes of frailty and aging.The abstracting and indexing of the Journal of Frailty & Aging is covered by MEDLINE (approval by the National Library of Medicine in February 2016).
求助内容：
应助结果提醒方式：
京公网安备 11010802042870号
