Evidence map›Paper›PMID 40825196›Full record

ArticleJournal of medical Internet research2025

Digitalization, Psychological Well-Being, and the Third-Level Digital Divide: Survey Study During the COVID-19 Pandemic in China.

Fen Lin, Lei Jin, Xi Chen

Abstract read
In one paragraph

Article in Journal of medical Internet research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Fen LinDepartment of Media and Communication, City University of Hong Kong, Hong Kong, China (Hong Kong).ORCID 0000-0003-2984-9537
Lei JinDepartment of Sociology, The Chinese University of Hong Kong, Hong Kong, China (Hong Kong).ORCID 0000-0001-6248-4141
Xi ChenDepartment of Sociology and Social Policy, Lingnan University, Hong Kong, China (Hong Kong).ORCID 0000-0003-4246-2492

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundWhile rapid digitalization has helped society cope with the uncertainty of the COVID-19 pandemic, will it bring health equity to the digitally disadvantaged? Limited studies have explored how individuals' digital activities may impact their psychological well-being during the pandemic and whether these effects vary across different sociodemographic groups.

objectiveThis study aims to examine how individuals' digital activities influence their psychological well-being and whether socioeconomic status moderates the relationship between digitalization and mental health.

methodsThis study was based on a sample of 2170 residents surveyed in Hubei, the early epicenter of the pandemic in China, between March 23 and April 9, 2020. We first examined the main effects of online behavior and community e-group involvement on psychological distress. Then, we used ordinary least squares regression models to analyze the 2-way interaction effects between internet usage and socioeconomic status (SES) variables-education, occupation, monthly income, and urban/rural residence-on psychological distress.

resultsFirst, the data reveal a pattern of digital divide during the pandemic. Participants with higher SES showed a greater propensity to use the internet for work and study purposes, as well as to engage in electronic groups (e-groups), compared with those with lower SES. By contrast, lower-SES respondents were more inclined to participate in entertainment and information-seeking activities than their higher-SES counterparts. Second, the data reveal the emergence of a third level of digital divide concerning psychological well-being. Specifically, the impact of online entertainment and communication activities on mental well-being varies based on employment status (b=-1.024, P=.03) and rural versus urban residence (b=-1.244, P=.046). These findings suggest that online entertainment and communication may have a more pronounced effect in reducing distress among individuals with lower SES than those with higher SES. Third, we observed a significant interaction between participation in community e-groups and rural versus urban areas (b=2.388, P=.047). This suggests that the impact of joining virtual communities on psychological distress is less pronounced among rural residents compared with their urban counterparts.

conclusionsThe study illustrates how digital activities affect mental distress, providing evidence of the third-level digital divide in psychological well-being. First, the impact of digital activities on mental distress varied according to the type of internet usage. Second, online activities offered greater psychological benefits to individuals in lower social positions compared with those with higher social status. Third, digital inclusion in community e-groups helped alleviate psychological distress, but "digitalized social capital" provided more significant benefits to urban residents than to rural residents. These results highlight how the digital divide affects health inequalities and underscore the need for a more nuanced understanding of information and communications technology policies and their impacts in the post-COVID-19 world.

Indexed as

COVID-19Digital DivideMental HealthAdultChinaFemaleHumansMaleMiddle AgedPandemicsPsychological DistressPsychological Well-BeingSARS-CoV-2Social ClassStress, PsychologicalSurveys and QuestionnairesChinaCOVID-19digital dividedigital inclusionhealth disparityinternet usagepsychological distresssocial inequality

Identifiers

PMID40825196
PMCPMC12402738

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.