Evidence map›Paper›PMID 42846335›Full record

ArticleFrontiers in psychology2026

Technology-mediated Chinese learning beyond the classroom: the role of L2 resilience and L2 engagement.

Huijuan Hou, Chenrui Miao, Jingyao Shi

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.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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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.

Huijuan HouSchool of Law, Chongqing University, Chongqing, China.
Chenrui MiaoSchool of Education, Curtin University, Perth, WA, Australia.
Jingyao ShiUniversity International College, Macau University of Science and Technology, Taipa, Macao SAR, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Out-of-class autonomous language learning is an important dimension of second language (L2) development, particularly in higher education contexts where learners are expected to regulate their own learning beyond formal instruction. In technology-mediated learning environments, this autonomy increasingly depends on learners' technology literacy (TL), understood not merely as the ability to operate digital tools but as a self-regulated capacity to select resources, evaluate information, solve learning problems, and sustain participation in digital learning contexts. In Chinese as a Second Language (CSL) learning, however, relatively little is known about CSL learners' TL in autonomous out-of-class learning or about the learner-side factors that may support this capacity. Methods: This mixed-methods study examined the current profile of TL among 327 international CSL learners in mainland China and investigated whether L2 resilience and L2 engagement predicted TL. Quantitative data were collected through questionnaire surveys and analyzed using descriptive statistics, correlation analysis, multiple regression, and robustness checks. Qualitative data were collected through semi-structured interviews with six participants and analyzed thematically. Results: Learners reported a moderate level of TL. Both L2 resilience and L2 engagement significantly and positively predicted TL, with L2 engagement showing the stronger predictive effect. Interview findings further indicated that learners used technology to support examination preparation, maintain Chinese exposure, access authentic digital communities, and connect Chinese learning with academic, professional, and everyday life needs. Discussion: These findings suggest that TL in out-of-class CSL learning is closely connected with learners' persistence, engagement, and self-regulated use of digital resources. The study offers implications for helping CSL learners select, combine, and sustain technology-mediated Chinese learning practices beyond the classroom.

Indexed as

Chinese as a second languageL2 engagementL2 resiliencelanguage learning beyond the classroomself-regulated learningtechnology literacy

Identifiers

PMID42846335
PMCPMC13642584

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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.