Evidence map›Paper›PMID 41948025›Full record

ArticleFrontiers in public health2026

The influence of older adults' digital health literacy on health information protection behavior: a moderated mediation model.

XuYan Liu, RenLong Liang, Jijun Wu, Yin Yuan, YiWei Li, Rui Jian, Heng Ding, Tingting Cai, Yingxin Jia

Abstract read
In one paragraph

Article in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

9 authors.

XuYan Liu *Department of Nursing, Deyang People's Hospital, Deyang, Sichuan, China.
RenLong LiangDepartment of Neurology, Deyang Hospital Affiliated Hospital of Chengdu University of Traditional Chinese Medicine, Deyang, Sichuan, China.
Jijun Wu *Department of Nursing, Deyang People's Hospital, Deyang, Sichuan, China.
Yin YuanDepartment of Gynecology, Deyang People's Hospital, Deyang, Sichuan, China.
YiWei LiDepartment of Gynecology, Deyang People's Hospital, Deyang, Sichuan, China.
Rui JianDepartment of Neurology, Deyang Hospital Affiliated Hospital of Chengdu University of Traditional Chinese Medicine, Deyang, Sichuan, China.
Heng DingDepartment of Neurology, Deyang Hospital Affiliated Hospital of Chengdu University of Traditional Chinese Medicine, Deyang, Sichuan, China.
Tingting CaiDepartment of Neurology, Deyang Hospital Affiliated Hospital of Chengdu University of Traditional Chinese Medicine, Deyang, Sichuan, China.
Yingxin JiaDepartment of Medical-Nursing Integration, Deyang Hospital Affiliated Hospital of Chengdu University of Traditional Chinese Medicine, Deyang, Sichuan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: This study aimed to explore the influencing mechanism of digital health literacy on health information protection behavior among older adults, clarify the mediating role of Internet privacy concerns and the moderating role of family support. Methods: Convenience sampling was used to select older adults aged 60 years and above with experience in accessing digital health information as respondents, and data were collected through questionnaires. The Digital Health Literacy Scale, Internet Privacy Concerns Scale, Health Information Protection Behavior Scale, and Family Support Scale were used for measurement. SPSS 27.0 and the Process Macro (Models 4 and 14) were employed to conduct descriptive statistics, correlation analysis, and moderated mediating effect tests. Results: Scores of digital health literacy, health information protection behavior, Internet privacy concerns, and family support among older adults all reached moderate to above-moderate levels. All variables showed a significant positive correlation (all Conclusion: This study confirms that older adults' digital health literacy not only directly affects their health information protection behavior, but also exerts an indirect impact through Internet privacy concerns. Meanwhile, family support significantly strengthens the positive effect of Internet privacy concerns on this behavior. The "ability-cognition-behavior" multidimensional driving mechanism identified in this study provides empirical evidence for improving the digital health information protection capacity of older adults. Based on this, we can targetedly promote the integration of digital health literacy and privacy protection education, and build a linked support system of family guidance and community services. This helps older adults translate privacy concerns into practical health information protection actions.

Indexed as

Computer SecurityConfidentialityHealth LiteracyInternetAgedDigital HealthDigital MediaFamily SupportFemaleHumansMaleMiddle AgedPrivacySurveys and Questionnairesdigital health literacyfamily supporthealth information protection behaviorinternet privacy concernsmoderated mediationolder adults

Identifiers

PMID41948025
PMCPMC13050839

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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 Socratic graph.