Evidence map›Paper›PMID 42395919›Full record

ArticleFrontiers in artificial intelligence2026

Generative AI adoption and its impact on teachers' self-efficacy and instructional confidence in Ghana.

Emmanuel Nana Kwesi Ofori Darko, Zhanyong Qi, Zhiyuan Wang

Abstract read
In one paragraph

Article in Frontiers in artificial intelligence, 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.

Emmanuel Nana Kwesi Ofori DarkoFaculty of Education, Shaanxi Normal University, Xi'an, China.
Zhanyong QiFaculty of Education, Shaanxi Normal University, Xi'an, China.
Zhiyuan WangFaculty of Education, Shaanxi Normal University, Xi'an, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The rapid integration of Generative Artificial Intelligence (GenAI) into education presents unique opportunities and challenges, particularly in developing nations. While research has explored factors influencing GenAI adoption, its subsequent impact on teachers' core professional beliefs remains under-investigated. This study addresses this gap by examining the relationship between GenAI usage and two critical psychological factors teacher self-efficacy (TSE) and instructional confidence among K-12 educators in Ghana. It further investigates the moderating role of institutional support and professional development. Methods: An explanatory sequential mixed-methods design was employed. The quantitative phase involved a survey of 512 K-12 teachers from diverse districts in Ghana, utilizing validated scales to measure GenAI use, TSE (Teachers' Sense of Efficacy Scale), instructional confidence, and perceived institutional support. Data were analyzed using descriptive statistics, correlation, and hierarchical multiple regression. The qualitative phase consisted of semi-structured interviews with a purposive sample of 20 teachers to provide deeper context and explanation for the quantitative findings. Results: Quantitative analysis revealed a significant positive correlation between the frequency of GenAI use and both teacher self-efficacy ( Conclusion: The findings suggest that the adoption of GenAI can serve as a potent tool for enhancing teacher self-efficacy and instructional confidence within the Ghanaian educational context. By automating routine tasks and providing novel pedagogical resources, GenAI empowers educators to focus on higher-order instructional strategies, thereby fostering greater professional competence. This effect is significantly strengthened when coupled with robust institutional support frameworks. This study offers critical insights for policymakers, school administrators, and teacher training institutions in Ghana and similar developing contexts, highlighting a strategic pathway for leveraging technology to empower the teaching workforce.

Indexed as

generative Artificial Intelligence (GenAI)Ghanaian K-12 educationinstitutional supportinstructional confidenceteacher self-efficacy

Identifiers

PMID42395919
PMCPMC13323502

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

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.