Evidence map›Paper›PMID 41929815›Full record

ArticleFrontiers in psychology2026

How academic stress leads to artificial intelligence-generated design dependency: the roles of academic procrastination and help-seeking behavior.

Dan Wang, Zhenliang Wang

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. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
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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.

Dan WangArt Design College, Henan University of Urban Construction, Pingdingshan, China.
Zhenliang WangSchool of Ceramic, Pingdingshan University, Pingdingshan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Against the background that design students generally rely on artificial intelligence-generated design (AIGD) to address academic challenges, concerns have arisen about the potential dependency risks posed by its improper use. Therefore, based on the Interaction of the Person-Affect-Cognition-Execution (I-PACE) model, this study explores the association between academic stress and AIGD dependency among design students and investigates the chain mediation effects of academic procrastination and academic help-seeking behaviors. To solve the problem that academic stress may cause students' AIGD dependency, this study clarified the mechanism from procrastination to seeking academic help caused by academic stress and suggested feasible intervention goals to prevent the use of AIGD from evolving into dependency. The data analysis of 492 design university students indicates that academic stress is positively associated with AIGD dependency. Academic procrastination and academic help-seeking behaviors exert a significant effect on chain mediation. The research results explain the psychological mechanism by which AIGD evolves from an auxiliary tool into a dependency object under high academic stress. This study extends the application of the I-PACE framework to AIGD dependency in design education. The results offer a theoretical explanation for understanding the psychological mechanism of AIGD dependency among design students and provide practical implications for educational interventions.

Indexed as

academic help-seeking behavioracademic procrastinationacademic stressAIGD dependencyAI-generated design

Identifiers

PMID41929815
PMCPMC13040471

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.