Evidence map›Paper›PMID 42073882›Full record

ArticleBehavioral sciences (Basel, Switzerland)2026

Factors Influencing University Students' Persistence and Satisfaction Towards Self-Directed Language Learning Using Mobile Technology.

Yuzhi Lai, Nadira Saab, Wilfried Admiraal

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
–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

3 authors.

Yuzhi LaiSchool of Foreign Studies, Hefei University of Technology, Hefei 230601, China.ORCID 0000-0001-7899-8753
Nadira SaabICLON, Leiden University Graduate School of Teaching, Leiden University, Kolffpad 1, 2333 BN Leiden, The Netherlands.
Wilfried AdmiraalCentre for the Study of Professions, Oslo Metropolitan University, St. Olavs Plass, P.O. Box 4, N-0130 Oslo, Norway.ORCID 0000-0002-1627-3420

Funding

China Scholarship Council 202007720024Humanities and Social Science Fund of Ministry of Education of China 25YJC880038
6 · The paper itself

Abstract

Research on mobile-assisted language learning has mainly focused on teacher-initiated learning, instead of student-initiated learning outside of class. In self-directed language learning with mobile technology, students' satisfaction with and persistence in learning are conditionafor making self-directed learning effective. This study examined how university learners' persistence and satisfaction towards self-directed language learning using mobile technology are predicted by mobile readiness, teacher support, and engagement. Survey data from 446 language learners in different disciplines attending Chinese universities were analyzed using structural equation modeling. Learners' satisfaction was found to be significantly and positively related to their mobile readiness and persistence to both mobile readiness and engagement. Additionally, learners' mobile readiness was found to make a strongly significant contribution to engagement in self-directed learning using mobile technology. And teacher support was significantly and positively linked to learners' mobile readiness yet negatively to learners' engagement. However, the findings showed an indirect and positive impact on learners' engagement with a mediating role for mobile readiness. Considering the importance of learners' mobile readiness and the critical impact of teacher support in our context, further research should explore learners' characteristics and teacher support in mobile self-directed learning settings.

Indexed as

higher educationlanguage learningmobile technologypersistenceself-directed learningstructural equation modeling

Identifiers

PMID42073882
PMCPMC13114176

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.