Generation of Case-Based Materials Using Large Language Models in Health Professions Education: Scoping Review
- DOI
- 10.2196/94795
- Published
- 2026-11-03
- Container
- JMIR Medical Education
- Publisher
- JMIR Publications Inc.
- Open access
- unknown
Credibility signals
uncertain Score 64/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.
Show all credibility signals
- supportingDOI registered: A matching record was returned by Crossref.
- supportingDOI resolves: A matching record was returned by Crossref.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- supportingMetadata completeness: All 6 scored descriptive metadata groups are present.
Cite this work
BibTeX
@article{allodium:10.2196/94795,
title = {Generation of Case-Based Materials Using Large Language Models in Health Professions Education: Scoping Review},
author = {Zineb Zouakia and Alan Szymczak and Salomé Tordjman and Emmanuel Logak and Thomas Meyre and Matthieu Resche-Rigon and Alain Cariou and Anita Burgun and Rosy Tsopra},
year = {2026},
journal = {JMIR Medical Education},
doi = {10.2196/94795},
url = {https://doi.org/10.2196/94795}
}RIS
TY - JOUR TI - Generation of Case-Based Materials Using Large Language Models in Health Professions Education: Scoping Review AU - Zineb Zouakia AU - Alan Szymczak AU - Salomé Tordjman AU - Emmanuel Logak AU - Thomas Meyre AU - Matthieu Resche-Rigon AU - Alain Cariou AU - Anita Burgun AU - Rosy Tsopra PY - 2026 JO - JMIR Medical Education DO - 10.2196/94795 UR - https://doi.org/10.2196/94795 ER -
APA
Zouakia, Z., Szymczak, A., Tordjman, S., Logak, E., Meyre, T., Resche-Rigon, M., Cariou, A., Burgun, A., & Tsopra, R. (2026). Generation of Case-Based Materials Using Large Language Models in Health Professions Education: Scoping Review. JMIR Medical Education. https://doi.org/10.2196/94795
Source records
- crossref · retrieved 2026-11-05T04:41:41.152Z