Evidence map›Paper›PMID 41616099›Full record

ArticleJMIR aging2026

Level of eHealth Literacy and Its Associations With Health Behaviors and Outcomes in Chinese Older Adults: Cross-Sectional Analysis of Baseline Data From a Large-Scale Community Project.

Siu Long Chau, Wanjia He, Tzu Tsun Luk, Sophia Siu Chee Chan

Abstract read
In one paragraph

Article in JMIR aging, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed, 1 pooled it
–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

2 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
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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

4 authors.

Siu Long Chau *School of Public Health, Li Ka Shing Faculty of Medicine, University of Hong Kong, Metro South Tower 1, 39 Wong Chuk Hang Road, Wong Chuk Hang, Hong Kong, China (Hong Kong), 852 39176610.ORCID http://orcid.org/0000-0003-1704-4387
Wanjia He *School of Public Health, Li Ka Shing Faculty of Medicine, University of Hong Kong, Metro South Tower 1, 39 Wong Chuk Hang Road, Wong Chuk Hang, Hong Kong, China (Hong Kong), 852 39176610.ORCID http://orcid.org/0000-0001-6187-1748
Tzu Tsun LukAlice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.ORCID http://orcid.org/0000-0002-7056-1976
Sophia Siu Chee Chan *School of Public Health, Li Ka Shing Faculty of Medicine, University of Hong Kong, Metro South Tower 1, 39 Wong Chuk Hang Road, Wong Chuk Hang, Hong Kong, China (Hong Kong), 852 39176610.ORCID http://orcid.org/0000-0002-6349-3717

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: eHealth literacy is important for older adults to be able to seek and evaluate online health information. However, there is a scarcity of large-scale data on their eHealth literacy levels, particularly among the oldest older individuals (aged >75 years) in unique, high-income Asian regions such as Hong Kong. A comprehensive understanding of how eHealth literacy is associated with specific health behaviors, mental well-being, and physical health outcomes in this population is lacking. Objective: This study aims to assess the level of eHealth literacy and its associations with health behaviors and health-related outcomes among older adults in Hong Kong. Methods: We conducted a cross-sectional analysis of baseline data from the Generations Connect Project. This is an ongoing large-scale community-based project, where we trained university students to conduct home visits and assess the health status of older adults (N=6704) in Hong Kong. eHealth literacy was measured using the eHealth Literacy Scale (eHEALS; score: 8-40). Health behavior measurements included physical activity levels (metabolic equivalent of task minutes per week) and smoking, drinking, and eating habits. Mental well-being was measured using the World Health Organization-Five Well-Being Index (percentage score: 0-100) and UCLA 3-item Loneliness Scale (score: 3-9). Physical health was assessed on the basis of self-reported medical diagnosis of noncommunicable diseases (yes/no), including hypertension, diabetes, cardiovascular disease, and stroke. Adjusted unstandardized coefficients (b) and odds ratios (ORs) were calculated to determine the associations between variables. Results: Among the 6704 participants (mean age 77.8, SD 7.0 years), the mean eHEALS score was 18.2 (SD 10.2), and 44.1% (2897/6566) of the participants had inadequate eHealth literacy (score: 8-15.99). Increasing age (adjusted b -0.32, 95% CI -0.35 to -0.28; P<.001), support from the Comprehensive Social Security Assistance Scheme (adjusted b -1.49, 95% CI -2.04 to -0.95; P<.001), and living in public housing (adjusted b -1.60, 95% CI -2.69 to -0.50; P=.004) were associated with a lower eHEALS score. Participants with moderate eHealth literacy (score: 24-31.99) were less likely to be current smokers (adjusted OR 0.60, 95% CI 0.38-0.95; P=.04), more physically active (adjusted b 39.83, 95% CI 2.04-77.62; P=.04), more likely to be community health center members (adjusted OR 1.52, 95% CI 1.30-1.77; P<.001) and to have healthy diets (adjusted b 0.034, 95% CI 0.006-0.063; P=.04), and less likely to have a medical diagnosis of diabetes (adjusted OR 0.73, 95% CI 0.62-0.85; P<.001). Moreover, they had a higher score on the World Health Organization-Five Well-being Index (adjusted b 2.89, 95% CI 1.42-4.36; P<.001) and a lower score on the UCLA 3-item Loneliness Scale (adjusted b -0.26, 95% CI -0.37 to -0.15; P<.001). Conclusions: The level of eHealth literacy was low among older adults in Hong Kong. eHealth literacy was associated with positive health behaviors and health-related outcomes. Interventions are warranted to boost their eHealth literacy in the future.

Indexed as

Health BehaviorHealth LiteracyTelemedicineAgedAged, 80 and overCross-Sectional StudiesDigital HealthEast Asian PeopleFemaleHealth StatusHong KongHumansMaleeHealth literacyhealth behaviorshealth-related outcomeshealthy agingolder adults

Identifiers

PMID41616099
PMCPMC12857900

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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.