Evidence map›Paper›PMID 42389119›Full record

ArticleFrontiers in psychology2026

Effects of integrating a structured design thinking strategy into generative AI-supported design learning on students' design achievement, creative self-efficacy, and problem-solving skills.

Fenglin Song, Biao Xu

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.

Fenglin SongCentre for Instructional Technology and Multimedia, Universiti Sains Malaysia, Penang, Malaysia.
Biao XuCentre for Instructional Technology and Multimedia, Universiti Sains Malaysia, Penang, Malaysia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The rapid development of generative artificial intelligence (GAI) offers new opportunities for design education, yet its educational value may be limited without clear instructional guidance. To address this issue, this study integrates a structured design thinking strategy based on the Double Diamond model into GAI-supported design learning to support students' purposeful and reflective use of GAI tools. An experimental study was conducted in a university-level character design course in China, involving 120 undergraduate students assigned to three conditions: GAI-supported learning with a structured design thinking strategy (GAI-SDTS), GAI-supported learning without the strategy, and traditional design learning. Results showed that students in the GAI-SDTS group achieved higher design achievement, creative self-efficacy, and problem-solving skills than those in the other two groups. These findings suggest that while GAI can support design learning, its educational benefits appear to be strengthened when embedded within a structured design thinking framework. The study also discusses the theoretical and practical implications of integrating generative AI with structured design thinking in higher education design contexts.

Indexed as

creative self-efficacydesign educationdesign thinkinggenerative artificial intelligenceproblem-solving skills

Identifiers

PMID42389119
PMCPMC13318989

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.