Evidence map›Paper›PMID 38534908›Full record

ArticleEuropean journal of investigation in health, psychology and education2024

Examining Students' Acceptance and Use of ChatGPT in Saudi Arabian Higher Education.

Abu Elnasr E Sobaih, Ibrahim A Elshaer, Ahmed M Hasanein

Abstract read
In one paragraph

Article in European journal of investigation in health, psychology and education, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed, 1 pooled it
–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

9 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Understanding Public Awareness, Attitudes, Beliefs, and Perceptions About ChatGPT in Saudi Arabia: A Road Map for Digital Health.Medical science monitor : international medical journal of experimental and clinical research · 2026
    Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. Unlocking Patient Resistance to AI in Healthcare: A Psychological Exploration.European journal of investigation in health, psychology and education · 2025
    Article
  9. 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

3 authors.

Abu Elnasr E SobaihManagement Department, College of Business Administration, King Faisal University, Al-Hassa 31982, Saudi Arabia.ORCID 0000-0002-2730-689X
Ibrahim A ElshaerManagement Department, College of Business Administration, King Faisal University, Al-Hassa 31982, Saudi Arabia.ORCID 0000-0002-7800-0428
Ahmed M HasaneinManagement Department, College of Business Administration, King Faisal University, Al-Hassa 31982, Saudi Arabia.ORCID 0000-0002-0664-9017

Funding

This research was funded by the Deanship of Scientific Research, Vice Presidency for Graduate Studies and Scientific Research, King Faisal University, Saudi Arabia, GRANT5451
6 · The paper itself

Abstract

This study examines students' acceptance and use of ChatGPT in Saudi Arabian (SA) higher education, where there is growing interest in the use of this tool since its inauguration in 2022. Quantitative research data, through a self-reporting survey drawing on the "Unified Theory of Acceptance and Use of Technology" (UTAUT2), were collected from 520 students in one of the public universities in SA at the start of the first semester of the study year 2023-2024. The findings of structural equation modeling partially supported the UTAUT and previous research in relation to the significant direct effect of performance expectancy (PE), social influence (SI), and effort expectancy (EE) on behavioral intention (BI) on the use of ChatGPT and the significant direct effect of PE, SI, and BI on actual use of ChatGPT. Nonetheless, the results did not support earlier research in relation to the direct relationship between facilitating conditions (FCs) and both BI and actual use of ChatGPT, which was found to be negative in the first relationship and insignificant in the second one. These findings were because of the absence of resources, support, and aid from external sources in relation to the use of ChatGPT. The results showed partial mediation of BI in the link between PE, SI, and FC and actual use of ChatGPT in education and a full mediation in the link of BI between EE and actual use of ChatGPT in education. The findings provide numerous implications for scholars and higher education institutions in SA, which are also of interest to other institutions in similar contexts.

Indexed as

artificial intelligenceChatbotChatGPTSaudi Arabian educationtechnology acceptancetechnology use

Identifiers

PMID38534908
PMCPMC10969089

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.