Evidence map›Paper›PMID 42245570›Full record

ArticleFrontiers in psychology2026

Why viewers engage in sports live streaming: the psychological pathways from SMI characteristics to participative and sharing behaviors.

Yi Ding, Beili Tu, Ruonan Tu, Yi Peng

Abstract read
In one paragraph

Article in Frontiers in psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Yi DingSchool of Digital Economy and Trade, Wenzhou Polytechnic, Wenzhou, China.
Beili TuDepartment of International Trade, Changwon National University, Changwon, Republic of Korea.
Ruonan TuSchool of Digital Economy and Trade, Wenzhou Polytechnic, Wenzhou, China.
Yi PengSchool of Physical Education, Putian University, Putian, Fujian, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Sports live streaming has become an important online setting in which social media influencers (SMIs) can shape how viewers respond to content. Previous studies have examined influencer-related traits and flow experience, but these factors have rarely been considered together in sports live streaming. To address this gap, the present study applies the Stimulus-Organism-Response (SOR) framework to examine whether flow experience mediates the relationship between influencer characteristics and viewer behavior, and whether emotional bond moderates this process. Methods: Data were collected through a cross-sectional survey of 617 Chinese viewers with prior experience watching sports live streams. Established scales were used to measure SMI expertise, credibility, attractiveness, flow experience, participative behavior, sharing behavior, and emotional bond. Structural equation modeling was then used to examine the proposed relationships. Results: The analysis shows that attractiveness had the strongest positive effect on flow experience, while expertise and credibility also showed significant positive effects. Flow experience was closely associated with both participative behavior and sharing behavior. Emotional bond further reinforced the positive effects of expertise and credibility on flow experience, although it did not significantly change the impact of attractiveness. Participative behavior and sharing behavior did not reflect a simple sequential progression of engagement. Instead, they functioned more like two relatively independent forms of behavioral response in sports live streaming. Discussion: These findings suggest that viewer engagement in sports live streaming is shaped by both cognitive and affective processes, although these processes operate differently. By clarifying the mediating role of flow experience and the conditional role of emotional bond, this study offers a more nuanced understanding of how viewers become psychologically involved and behaviorally responsive in live-streaming environments. It also provides useful insights for platforms, influencers, and sports marketers seeking to strengthen viewer connection and encourage more sustained interaction.

Indexed as

emotional bondflow experiencesocial media influencer (SMI) characteristicssports live streamingviewer engagement

Identifiers

PMID42245570
PMCPMC13230078

What OpenQuestion holds

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LicenceCC BY
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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.