# Quantifying the association between rural older adult daily internet use duration and affective disorders: an empirical study based on propensity score matching

**Authors:** Yudong Miao, Yixi Wang, Zhiping Guo, Tao Li, Jingming Wei, Zhanlei Shen, Dongfang Zhu, Jingbao Zhang, Jiajia Zhang, Mingyue Zhen, Xinran Li, Jinxin Cui, Clifford Silver Tarimo, Qingyong Lu, Jiaxin Han, Lingxiao Mou, Jingwei Qin

PMC · DOI: 10.3389/fpubh.2025.1722829 · 2026-01-13

## TL;DR

This study finds that longer internet use is linked to lower rates of affective disorders in rural older adults, suggesting digital inclusion could improve mental health.

## Contribution

The novel contribution is using propensity score matching to quantify how internet use duration affects affective disorders in rural older adults.

## Key findings

- Short-term internet users had higher affective disorder prevalence than medium to long-term users.
- Healthy sleep and physical activity were linked to lower affective disorder risk in specific internet usage groups.
- Women consistently showed higher affective disorder prevalence across all educational levels.

## Abstract

There are significant disparities in internet usage among rural older adults, while affective disorder is an increasing public health concern. The potential link between these phenomena remains underexplored. This study investigates the association between internet use and affective disorder among rural older adults, to inform public health policies promoting appropriate internet engagement and psychological well-being.

The baseline survey of the Northern China Lifestyle Medicine Cohort was conducted among rural older adult (≥65 years old) in China from July 2023 to January 2024. Questionnaires were used to collect data on the average daily usage schedule of the Internet and emotional disorders. Multivariate Logistic regression models were used to determine the factors influencing the prevalence of affective disorders. Propensity score matching (PSM) analysis was adopted to explore the relationship between Internet usage and emotional disorders.

A total of 9,924 participants were included in this study (43.0% were male), significantly higher than that of medium-term users (29.79%) and long-term users (25.29%). The prevalence of affective disorders is 18.54%, and there is a significant gender difference (males: 14.24%; females: 21.77%). After adjusting for potential confounders, we found that female gender was associated with a higher risk of affective disorders in both the medium-long internet usage group [aOR = 1.44, 95%CI (1.21–1.72)] and the short usage group [aOR = 1.39, 95%CI (1.15–1.68)], compared to males. For participants in the medium-long internet usage group, healthy sleep duration was associated with a lower risk of affective disorders [aOR = 0.68, 95%CI (0.58–0.79)]. The short prevalence of affective disorders among short-term Internet users is associated with healthy physical activity [aOR = 0.57, 95%CI (0.48–0.68)]. PSM analysis shows that after matching, the prevalence of affective disorders among short-term Internet users was higher than that among medium to long-term Internet users by 2.64%, and among all educational levels, the prevalence rate among women is higher than that among men.

This study indicates that Internet use is associated with a lower prevalence of affective disorders among rural older adult. These findings emphasize the importance of formulating a public health strategy that integrates digital inclusion and mental health promotion.

https://www.chictr.org.cn/showprojEN.html?proj=206128.

## Full-text entities

- **Diseases:** affective disorder (MESH:D019964), emotional disorders (MESH:D009358)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

3 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12834733/full.md

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Source: https://tomesphere.com/paper/PMC12834733