Evidence map›Paper›PMID 42769558›Full record

ArticleFrontiers in psychology2026

An AI-supported E-mentoring model to develop EFL pre-service teachers' self-efficacy and emotional intelligence.

Israa Ismael, Xin Luo, Sen Li

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.

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.

Israa IsmaelDepartment of Curriculum and Instruction, School of Education, Shaanxi Normal University, Xi'an, China.
Xin LuoDepartment of Early Childhood Education, School of Education, Shaanxi Normal University, Xi'an, China.
Sen LiDepartment of Curriculum and Instruction, School of Education, Shaanxi Normal University, Xi'an, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: This study investigated the effectiveness of an AI-supported e-mentoring model in enhancing self-efficacy and emotional intelligence among EFL pre-service teachers within the Egyptian practicum context. Methods: Using a mixed-methods quasi-experimental design, 50 participants were assigned to an experimental group, which received structured mentoring, collaborative digital platform support (Facebook, Padlet, Nearpod, Google Classroom), and AI-driven feedback via Gemini, and a control group, which followed conventional practicum procedures. Results: Quantitative results revealed substantial improvements in the experimental group's self-efficacy and emotional intelligence compared to the control group, while qualitative data indicated that participants shifted toward more student-centered, reflective, and adaptive teaching practices. Discussion: The findings highlight the potential of integrating AI tools with structured mentoring and collaborative digital environments to create a continuous cycle of practice, feedback, and reflection. Implications for teacher education emphasize scalable, context-sensitive professional development that addresses both pedagogical and emotional competencies, particularly in under-resourced settings. Study limitations and directions for future research are also discussed.

Indexed as

AI-supported mentoringEFL pre-service teachersemotional intelligencepracticumteacher self-efficacy

Identifiers

PMID42769558
PMCPMC13591767

What OpenQuestion holds

Textmetadata
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.