Evidence map›Paper›PMID 41567769›Full record

ArticleFrontiers in public health2025

How external stimuli drive physicians' value co-creation behavior in online health communities: the mediating role of risk-benefit perceptions and moderating role of digital competency.

Yibei Yao, Jindan Cao, Jie Wang, Yujun Zhong, Meiyu Feng

Abstract read
In one paragraph

Article in Frontiers in public health, 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. 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

5 authors.

Yibei YaoSchool of Public Health, Jilin University, Changchun, China.
Jindan CaoSchool of Public Health, Jilin University, Changchun, China.
Jie WangSchool of Public Health, Jilin University, Changchun, China.
Yujun ZhongSchool of Public Health, Jilin University, Changchun, China.
Meiyu FengSchool of Public Health, Jilin University, Changchun, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: As Online Health Communities (OHCs) become increasingly integral to healthcare delivery, understanding how to actively engage physicians in value co-creation is a critical practical challenge. This study aims to investigate the mechanisms through which external stimuli influence physicians' value co-creation behavior (VCB) in OHCs. Specifically, it examines the mediating role of risk-benefit perceptions and the moderating role of physicians' digital competency in this relationship. Methods: A cross-sectional survey was conducted among physicians in China with experience in OHCs. Based on the SOR framework and perceived value theory, a research model was developed encompassing environmental, technological, patient, and platform stimuli. Data from 547 valid questionnaires were analyzed using partial least squares structural equation modeling to test the hypotheses. Results: Perceived benefit exerted a positive effect on VCB, whereas perceived risk had a negative impact. With the exception of the non-significant negative effect of patient compliance on perceived risk, all external stimuli significantly influenced these perceptions. Digital competency significantly moderated these relationships, it enhanced the positive effect of perceived benefit on VCB, importantly, buffered the negative effect of perceived risk on VCB. Conclusion: This study reveals that physicians' VCB is driven by a nuanced risk-benefit calculus influenced by multilevel external stimuli. Digital competency plays a vital empowering role, helping physicians leverage benefits and mitigate risks. For OHCs operators and policymakers, our findings underscore the necessity of building a trustworthy environment through policy support and security features, while simultaneously implementing targeted training programs to enhance physicians' digital competency, thereby fostering a vibrant and sustainable online health ecosystem.

Indexed as

Attitude of Health PersonnelPhysiciansAdultChinaCross-Sectional StudiesDigital HealthDigital MediaFemaleHumansMaleMiddle AgedRisk AssessmentSurveys and Questionnairesdigital competencyonline health communitiesperceived value theoryphysiciansvalue co-creation

Identifiers

PMID41567769
PMCPMC12816183

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.