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cff-version: 1.2.0
message: "If you use MeducAI in your research, please cite the associated papers (Paper 1 and Paper 3) and this software."
title: "MeducAI: A Governed, Reproducible Pipeline for LLM-Generated Radiology Learning Content"
version: "1.3.1"
date-released: "2026-04-19"
url: "https://github.com/Yoojin-nam/MeducAI"
license: Apache-2.0
type: software
authors:
- family-names: "Nam"
given-names: "Yoojin"
orcid: "https://orcid.org/0000-0001-8565-1360"
affiliation: "Department of Radiology, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine"
- family-names: "Hong"
given-names: "Pa"
affiliation: "Department of Radiology, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine"
- family-names: "Kim"
given-names: "Namkug"
orcid: "https://orcid.org/0000-0002-3438-2217"
affiliation: "Department of Convergence Medicine, University of Ulsan College of Medicine, Asan Medical Center"
preferred-citation:
type: article
title: "Sequential Validation Pipeline for Large Language Model–Generated Radiology Learning Content (MeducAI Paper 1)"
authors:
- family-names: "Nam"
given-names: "Yoojin"
- family-names: "Kim"
given-names: "Namkug"
journal: "The Lancet Digital Health"
year: 2026
notes: "Manuscript under review. DOI to be added upon acceptance."
references:
- type: article
title: "Feasibility and Preliminary Psychometric Evaluation of Large Language Model–Generated Radiology Learning Materials for Board Examination Preparation: A Prospective Pilot Study (MeducAI Paper 3)"
authors:
- family-names: "Nam"
given-names: "Yoojin"
- family-names: "Hong"
given-names: "Pa"
- family-names: "Kim"
given-names: "Namkug"
journal: "BMC Medical Education"
year: 2026
notes: "Manuscript under review. Submission ID dbe78471-7065-4c3e-811b-3c71417bb4e1."
keywords:
- radiology
- medical-education
- large-language-models
- reproducible-research
- anki
- flashcards
- board-examination
- LLM-pipeline