Evidence map›Paper›PMID 42548821›Full record

ArticleFrontiers in psychology2026

A good creator should be a wise listener: how user feedback impacts the performance of user-generated videos.

Chunxue Mu, Chenwei Li, Qianzhou Du, Xinyu Wang, Weiguo Fan

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
–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

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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

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

5 authors.

Chunxue MuSoutheast University, Nanjing, China.
Chenwei LiDepartment of Intelligent Operations and Marketing, Xi'an Jiaotong-Liverpool University, Suzhou, China.
Qianzhou DuFaculty of Business for Science and Technology, School of Management, University of Science and Technology of China, Hefei, China.
Xinyu WangSchool of Management, University of Science and Technology of China, Hefei, China.
Weiguo FanDepartment of Business Analytics, The University of Iowa, Iowa City, IA, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: User-generated video performance underpins the sustainable development of the user-generated video economy, yet its influencing factors remain underexplored. Drawing on the componential theory of creativity and information overload theory, this study examines how user feedback correlates with video performance and whether creator experience moderates such relationships. Methods: Empirical analyses were performed based on Bilibili user-generated video data. We classified user feedback by quantity and type and adopted regression models to test the hypothesized moderating effects. Results: User feedback volume exhibited a significant inverted U-shaped association with video performance. Creator experience positively moderated the relationship's turning point, elevating the critical feedback volume threshold. Additionally, different feedback types showed heterogeneous correlations with video performance. Discussion: This study refines the nonlinear mechanism and boundary condition of audience feedback affecting creators' creative output, enriching relevant theoretical research. It provides differentiated operational and managerial implications for video platforms to optimize content ecology and sustainable development.

Indexed as

componential theory of creativityinformation overload theoryperformance of user-generated videotext analysisuser feedback

Identifiers

PMID42548821
PMCPMC13429681

What OpenQuestion holds

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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.