Evidence map›Paper›PMID 42359290›Full record

ArticleFrontiers in psychology2026

Exploring the impact of AI tools on filmmakers' creative satisfaction: the mediating role of creative efficiency and autonomy.

Wenyu Jiang, Jiaqi Zheng

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

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

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

2 authors.

Wenyu JiangSchool of Information Engineering and Management, Gingko College of Hospitality Management, Chengdu, China.
Jiaqi ZhengFaculty of Film, Theatre and Animation, Universiti Teknologi MARA, Shah Alam, Malaysia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study takes an innovative approach by examining how the functionality of AI tools, human-AI collaboration, and learning cost indirectly affect creative satisfaction through creative efficiency and autonomy from the perspective of filmmakers' satisfaction. By analyzing gender differences, the study reveals distinct preferences between male and female directors in using AI tools for filmmaking. Female directors tend to rely more on the functionality of AI tools and effective collaboration with them, while male directors place greater importance on autonomy during the creative process. The study also identifies four key mediation paths, where functionality indirectly influences creative satisfaction through both creative efficiency and autonomy, and human-AI collaboration indirectly affects creative satisfaction through creative efficiency and autonomy. Finally, the frequency of using generative video tools and the acceptance of new technologies significantly impact creative satisfaction, offering valuable insights for personalized design and AI tool optimization.

Indexed as

AIGC creative effectiveness frameworkAI in filmmakingcreative satisfactiongenerative video technologyhuman-AI collaboration

Identifiers

PMID42359290
PMCPMC13290526

What OpenQuestion holds

Textmetadata
LicenceCC BY
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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 OpenQuestion graph.