Evidence map›Paper›PMID 40046381›Full record

ArticleCureus2025

The Impact of eHealth Literacy on Health Behaviors for Non-communicable Disease Prevention Among University Students in Japan and Indonesia.

Yayoi Shoji, Andi Masyitha Irwan, Ryota Ochiai, Syahrul Syahrul, Eriko Shinohara, Andi Muhammad Fiqri, Shoko Takeuchi, Erfina Erfina, Mariko Iida, Ariyanti Saleh and 3 more

Abstract read
In one paragraph

Article in Cureus, 2025. 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. Review
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

13 authors.

Yayoi ShojiGlobal Cooperation Institute for Sustainable Cities, Yokohama City University, Yokohama, JPN.
Andi Masyitha IrwanFaculty of Nursing, Hasanuddin University, Makassar, IDN.
Ryota OchiaiDepartment of Nursing, Graduate School of Medicine, Yokohama City University, Yokohama, JPN.
Syahrul SyahrulFaculty of Nursing, Hasanuddin University, Makassar, IDN.
Eriko ShinoharaDepartment of Nursing, Graduate School of Medicine, Yokohama City University, Yokohama, JPN.
Andi Muhammad FiqriFaculty of Nursing, Hasanuddin University, Makassar, IDN.
Shoko TakeuchiDepartment of Nursing, Graduate School of Medicine, Yokohama City University, Yokohama, JPN.
Erfina ErfinaFaculty of Nursing, Hasanuddin University, Makassar, IDN.
Mariko IidaGraduate School of Health Care and Nursing, Juntendo University, Urayasu, JPN.
Ariyanti SalehFaculty of Nursing, Hasanuddin University, Makassar, IDN.
Fusae MoriguchiFaculty of Nursing at School of Medicine, Tokai University, Isehara, JPN.
Sachiyo NakamuraDepartment of Nursing, Graduate School of Medicine, Yokohama City University, Yokohama, JPN.
Yuka KanoyaDepartment of Nursing, Graduate School of Medicine, Yokohama City University, Yokohama, JPN.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background Non-communicable diseases account for 71% of global deaths. Health behaviors are fundamental for prevention. Previous studies have indicated that health literacy, such as functional, interactive, and critical, affects people's health behaviors. Health information is widely available online. Young people tend to access the Internet for information, which highlights the importance of eHealth literacy. Although previous studies have assessed eHealth literacy in single-country contexts, cross-cultural comparisons between high- and middle-income nations remain limited, particularly in understanding its role during global health crises. The COVID-19 pandemic has dramatically accelerated the shift toward seeking digital health information, fundamentally changing how students access and utilize health resources. However, whether eHealth literacy could mitigate the impact of COVID-19 on lifestyle remains unclear. Therefore, this study aimed to examine the impact of eHealth literacy on health behaviors among university students in Japan and Indonesia providing unique insights into cross-cultural differences. Methodology This cross-sectional study used a self-administered, web-based questionnaire. The participants were first- to fourth-year nursing students from universities in both countries. eHealth literacy and health behaviors were evaluated via the e-Health Literacy Scale (eHLS) and Healthy Lifestyle Scale for University Students (HLSUS), respectively. Structural equation modeling was conducted to evaluate the impact of eHLS on HLSUS, adjusting for potential confounders. A multigroup structural equation model was used to assess configural, metric, and scalar invariance. Results In total, 99 and 407 responses were obtained from Japan and Indonesia, respectively (response rates: Japan, 23.9%; Indonesia, 89.6%). The direct effect of eHLS on HLSUS was 0.33; the indirect effect via the impact of COVID-19 was 0.06. The metric invariance, although not scalar, was supported in the model that included data from both countries. Conclusions eHealth literacy universally could influence health behaviors among Japanese and Indonesian university students. However, it did not fully mitigate the effects of COVID-19. Enhancing eHealth literacy could support better health behaviors among university students.

Indexed as

covid-19cross-sectional studyehealth literacyhealth behaviorsuniversity students

Identifiers

PMID40046381
PMCPMC11882342

What OpenQuestion holds

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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.