Evidence map›Paper›PMID 42651585›Full record

ArticleBehavioral sciences (Basel, Switzerland)2026

Learning Support, Digital Constraints, and Online Learning Outcomes Among Pre-Service Teachers in China's Government-Funded Teacher Education Program: The Mediating Role of Self-Regulated Learning.

Lanzi Huang, Lingqin Zeng, Jianwen Guo, Xian Liu, Boyuan Duan, Xiaoxuan Zhang, Zhao Cheng

Abstract read
In one paragraph

Article in Behavioral sciences (Basel, Switzerland), 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

7 authors.

Lanzi HuangSchool of Education, Hunan First Normal University, Changsha 410205, China.
Lingqin ZengGraduate School of Education, Peking University, Beijing 100871, China.
Jianwen GuoCollege of Elementary Education, Capital Normal University, Beijing 100048, China.
Xian LiuDepartment of Educational Development & Research, School of Health Professions Education, Faculty of Health, Medicine and Life Sciences, Maastricht University, 6200 MD Maastricht, The Netherlands.ORCID 0000-0002-4247-6088
Boyuan DuanSchool of Education, Renmin University of China, Beijing 100872, China.
Xiaoxuan ZhangSchool of Education, Central China Normal University, Wuhan 430079, China.ORCID 0009-0002-1524-5038
Zhao ChengDepartment of Educational Sciences, Vrije Universiteit Brussel, B-1050 Brussels, Belgium.ORCID 0000-0003-4252-2141

Funding

the Youth Project in Education of the National Social Science Fund of China, 'Indicator Construction, Comparative Analysis, and Optimization of Teacher Education Quality Evaluation in High-Level Comprehensive Universities' CRA250338
6 · The paper itself

Abstract

Drawing on Self-Determination Theory, this study examines how perceived learning support, smartphone addiction, and user resistance jointly shape online learning outcomes among Chinese pre-service teachers. Data from 1134 participants enrolled in China's government-funded targeted teacher education program-primarily oriented toward strengthening the supply of teachers for basic education, especially in central and western China, were analyzed using Mplus 8.3. The results showed that perceived learning support was positively associated with learning outcomes, whereas smartphone addiction was negatively associated with them. The role of user resistance was more complex in the full structural model and should therefore be interpreted with caution. Self-regulated learning (SRL) strategies served as a key mediator: perceived learning support improved learning outcomes partly by fostering SRL, while smartphone addiction hindered learning outcomes by weakening SRL. By examining a distinctive cohort of pre-service teachers, this study highlights the importance of supportive learning conditions and institutional context in online learning, and identifies SRL as a key learning process through which learning support and digital constraints are associated with learning outcomes.

Indexed as

online learning outcomesperceived learning supportself-regulated learning strategiessmartphone addictionteacher education

Identifiers

PMID42651585
PMCPMC13510082

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.