Evidence map›Paper›PMID 39336053›Full record

ArticleBehavioral sciences (Basel, Switzerland)2024

Unpacking the Dynamics of AI-Based Language Learning: Flow, Grit, and Resilience in Chinese EFL Contexts.

Xiuwen Zhai, Ruijie Zhao, Yueying Jiang, Hanwei Wu

Abstract read
In one paragraph

Article in Behavioral sciences (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
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.

Xiuwen ZhaiSchool of Foreign Language Studies, Guangxi University, Nanning 530004, China.ORCID 0000-0002-9029-5935
Ruijie ZhaoSchool of Foreign Studies, Xi'an Jiaotong University, Xi'an 710049, China.ORCID 0009-0007-6996-7104
Yueying JiangInstitute for Advanced Studies in Humanities and Social Science, Beihang University, Beijing 100191, China.
Hanwei WuSchool of Foreign Studies, Hunan Normal University, Changsha 410000, China.ORCID 0000-0002-3876-110X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Artificial intelligence and positive psychology play crucial roles in education, yet there is limited research on how these psychological factors influence learners' use of AI, particularly in language education. Grounded in self-determination theory, this study investigates the factors influencing Chinese English learners' intention to use AI for language learning. Utilizing structural equation modeling, this research examines the mediating roles of grit, flow, and resilience in the relationship between basic psychological needs and the intention to use AI. Data were analyzed using AMOS 26 and SPSS 26. The findings reveal that flow, grit, and resilience mediate the relationship between basic psychological needs and the intention to adopt AI tools for language learning. This study provides valuable insights into how educational environments can be designed to fulfill psychological needs, thereby fostering greater engagement and acceptance of AI in language education.

Indexed as

AI-based language learningChinese EFL studentsflowgritresilienceself-determination theory

Identifiers

PMID39336053
PMCPMC11428701

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.