Evidence map›Paper›PMID 42756114›Full record

ArticleFrontiers in psychology2026

DEMATEL-based gamified instructional design for music teacher education.

Cheng Chen, Rabiatul-Adawiah Binti Ahmad Rashid, Lili Xue

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

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

3 authors.

Cheng ChenSchool of Music and Dance, Zhongyuan University of Science and Technology, Xuchang, China.
Rabiatul-Adawiah Binti Ahmad RashidSchool of Educational Studies, Universiti Sains Malaysia, Penang, Malaysia.
Lili XueSchool of Music and Dance, Zhengzhou Normal University, Zhengzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Gamification has received growing attention as a strategy to enhance learning experiences and educational outcomes in higher education. However, limited evidence exists regarding the relative importance of gamification design elements and their causal relationships, particularly within teacher education contexts. Objectives: This study aimed to identify the most influential gamification design elements using the Decision-Making Trial and Evaluation Laboratory (DEMATEL) method and to examine the effects of a DEMATEL-informed gamified instructional design on academic engagement and teaching self-efficacy among pre-service music teachers. Methods: A mixed-methods approach was employed. An expert panel comprising 32 specialists in music education, educational technology, and gamification evaluated nine gamification design elements through pairwise comparisons. DEMATEL analysis was conducted to determine the prominence and causal relationships among the elements. The identified priority elements were subsequently incorporated into an eight-week gamified instructional intervention involving 78 pre-service music teachers. Academic engagement and teaching self-efficacy were assessed using pretest and posttest measures. Results: The results indicated substantial agreement among experts (Kendall's Conclusion: The findings demonstrate that DEMATEL is an effective approach for identifying and prioritizing influential gamification design elements. The results further indicate that instructional designs emphasizing progress tracking, feedback, and goal-oriented learning activities can substantially enhance academic engagement and teaching self-efficacy among pre-service music teachers. The study provides an evidence-based framework for the design and implementation of gamified learning environments in teacher education.

Indexed as

academic engagementDEMATELgamificationpre-service music teachersteaching self-efficacy

Identifiers

PMID42756114
PMCPMC13582265

What OpenQuestion holds

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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.