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The Presence and Nature of AI-Use Disclosure Statements in Medical Education Journals: A Bibliometric Study Cover

The Presence and Nature of AI-Use Disclosure Statements in Medical Education Journals: A Bibliometric Study

Open Access
|Mar 2026

Figures & Tables

Figure 1

PRISMA Chart.

Table 1

Distribution of AI-Use Disclosures by Journal.

JOURNALNO. ARTICLES PUBLISHED IN STUDY PERIODNO. EMPIRICAL ARTICLESNO. OF ARTICLE WITH DISCLOSURESPERCENTAGE OF ARTICLES WITH DISCLOSURES IN THE JOURNALAI DISCLOSURE GUIDANCE AVAILABLE
Academic Medicine30313520.66%Y
Advances in Medical Education and Practice948000.00%Y
Advances in Health Sciences Education816311.23%Y
Anatomical Sciences Education875922.30%N
BMC Medical Education856796242.80%Y
Canadian Medical Education Journal722700.00%Y
Clinical Teacher1379710.73%Y
Focus on Health Professional Education83225.00%Y
GMS Journal for Medical Education262300.00%N
International Journal of Medical Education141300.00%N
Journal of Continuing Education in the Health Professions413012.44%Y
Journal of Educational Evaluation for Health Professions161600.00%Y
Journal of Graduate Medical Education944311.06%Y
Journal of Medical Education and Curricular Development786800.00%Y
Journal of Surgical Education17015542.35%Y
Medical Education1707702.25%Y
Medical Education Online504330.58%Y
Medical Teacher30415372.30%Y
Perspectives on Medical Education332800.00%Y
Simulation in Healthcare423000.00%Y
Teaching and Learning in Medicine624411.61%Y
Education for Health241426.25%Y

[i] **African Journal of Health Professional Education and BMJ Stimulation & Technology Enhanced Learning did not have any empirical studies published to analyze.

Table 2

Regional Distribution (WHO Regions) of First Authors of Articles with AI-Use Disclosures (n = 51).

REGIONNUMBER OF ARTICLES (%)
Western Pacific (e.g., Australia, China, South Korea)15 (29)
Americas (e.g., North, Central, South America)11 (22)
Europe (e.g., Germany, Netherlands)11 (22)
Eastern Mediterranean (e.g., Afghanistan, Egypt, Iran)9 (18)
South-East Asia (e.g., Bhutan, Bangladesh, India)4 (8)
Africa (e.g., South Africa)1 (2)
Total51 (100)
Table 3

AI Tools Reported in Disclosure Statements (n = 51).

AI TOOLBRIEF DESCRIPTION OF TOOLNUMBER OF ARTICLES (%)*
ChatGPTLarge Language Model19 (37%)
OtterAI-Powered Transcription Software11 (22%)
Negative AI DisclosureN/A5 (10%)
UnspecifiedN/A4 (68%)
EditageAI Editing for Researchers3 (6%)
ClaudeAI Assistant2 (4%)
CurieClinical AI Assistant2 (4%)
ASReviewAI tool for Systematic Reviews1 (2%)
ClusterBotAI systematic text categorization1 (2%)
Consensus.appAI-powered Search Engine1 (2%)
CopilotGenerative AI assistant2 (2%)
DeepLComprehensive AI Language Platform1 (2%)
GrammarlyAI Writing Assistant1 (2%)
GeminiLarge Language Model1 (2%)
HawkWriting/reading AI Tool1 (2%)
Open EvidenceEvidence-based clinical decision making AI tool1 (2%)
POE AI ToolsAI Chatbot Aggregator1 (2%)
RapidMinerData Analytics AI Tool1 (2%)
Rev.comSpeech to Text Service1 (2%)

[i] *Some articles reported multiple tools hence the total is greater than 51.

Table 4

Nature of AI Use in Disclosure Statements (n = 51).

TYPE OF AI USEDEFINITIONEXAMPLESNUMBER OF ARTICLES (%)
EditingPolishing“Claude v. 3.5 Sonnet has been used for language editing. All content and ideas remain the original work of the authors, with AI assistance to improve linguistic clarity.”28 (55)
TranscriptionText generation from audio/video“We used the Otter.ai transcribing software (Otter.ai Inc, California), with the RA reviewing each transcript for accuracy.”12 (24)
AnalysisThematic and Statistical Analysis“The authors acknowledge availing of a language quality checker and editing tool that used Curie’s AI software freely available from Springer Nature webpage as mentioned in the submission guidelines. The authors also
acknowledge the use of Claude 3.5 Sonnet software for thematic analysis of the qualitative data.”
7 (14)
DraftingText generation“We acknowledge the assistance of the GPT-4 AI language model by OpenAI for support with statistical analysis and drafting of this manuscript”3 (6)
Literature Review: Article ScreeningIncludes article screening as a component of literature review“We used an open-source artificial intelligence (AI) tool, ASReview (V.1.4) [21]. ASReview employs a machine learning algorithm that prioritizes articles based on their textual proximity to previously identified relevant articles (by the researchers). The tool consequently reduces the time and effort required during the initial screening phase but does not replace the initial screening of articles by researchers.”2 (4)

[i] **Some articles cited multiple uses of AI hence the total being greater than 49.

DOI: https://doi.org/10.5334/pme.2431 | Journal eISSN: 2212-277X
Language: English
Submitted on: Jan 22, 2026
|
Accepted on: Feb 8, 2026
|
Published on: Mar 5, 2026
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2026 Muhammad Ans, Lauren A. Maggio, Hamzah Algodi, Joe A. Costello, Erik Driessen, Kevin Oswald, Lorelei Lingard, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.