Evidence map›Paper›PMID 42792383›Full record

ArticleBehavioral sciences (Basel, Switzerland)2026

The Impact of Pedagogical Agents on Second Language Acquisition Outcomes: A Meta-Analysis Guided by Social Agency Theory.

Nuan Wen, Jun Peng, Zhixin Zhang, Yuming Xu

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

4 authors.

Nuan WenSchool of Education, City University of Macau, Macao SAR, China.ORCID 0009-0005-0398-5428
Jun PengFaculty of Teacher Education, Ningbo University, Ningbo 315211, China.ORCID 0000-0003-1802-7300
Zhixin ZhangSchool of Education, City University of Macau, Macao SAR, China.ORCID 0009-0002-6945-1822
Yuming XuSchool of Physical Education, South China University of Technology, Guangzhou 510640, China.ORCID 0009-0004-3723-9039

Funding

2026 Guangzhou Philosophy and Social Sciences Planning Project, "Research on the Digital Transformation of Guangzhou Sports Public Services and the Governance Mechanism of Sports Data 2026GZQN69
6 · The paper itself

Abstract

Digital Pedagogical Agents (DPAs) are virtual teaching entities created in the digital learning environment that have characteristics such as emotion and socialization. According to the basis of Social Agency Theory (SAT), a three-level random-effects meta-analytic model is employed in this paper to study the general effect and boundary conditions of DPAs in Second Language Acquisition (SLA) environments systematically. Through searches across seven Chinese and English databases, 31 independent empirical studies were identified, yielding 112 effect sizes (2002-2026). Based on the three-level random-effects model, the effect of DPA on SLA outcomes is about 0.607 (Hedges' g = 0.607; 95% CI [0.45, 0.77];

Indexed as

digital pedagogical agentssecond language acquisitionsocial agency theorythree-level meta-analysis

Identifiers

PMID42792383
PMCPMC13603702

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.