Evidence map›Paper›PMID 42077288›Full record

ArticleFrontiers in psychology2026

Reshaping the resilient educational ecosystem in the intelligent era: a case study of the CLIL course of international trade practice.

Xiaoqin Yin, Fang Chen

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. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

2 authors.

Xiaoqin Yin *School of Foreign Languages, Hangzhou City University, Hangzhou, Zhejiang, China.
Fang Chen *School of Foreign Languages, Hangzhou City University, Hangzhou, Zhejiang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study explores the transformation of the educational ecosystem of the CLIL course of International Trade Practice in the intelligent era, with the goal of constructing an interdisciplinary resilient educational ecosystem that adapts to the development of artificial intelligence. We have proposed a resilient educational ecosystem paradigm for International Trade Practice that features an AI-empowered ecological learning environment, the collaborative dynamic interaction among teacher-student-intelligence, the integration of adaptive large-scale teaching and individualized teaching, and a holographic smart evaluation method. A quasi-experimental control group design is employed to assess the teaching effectiveness of the resilient educational ecosystem in the International Trade Practice course at Hangzhou City University. Quantitative results indicate that the teaching reform has exerted significant impacts on enhancing students' academic performance (

Indexed as

CLILintelligent eraInternational Trade Practiceresilient educational ecosystemsmart course

Identifiers

PMID42077288
PMCPMC13131002

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.